diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..eeb2f00 Binary files /dev/null and b/.DS_Store differ diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 644def6..a29fdbb 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -12,7 +12,7 @@ jobs: strategy: matrix: - python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] + python-version: ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13"] steps: - name: Checkout repository diff --git a/.gitignore b/.gitignore index 4dc5f4d..25a4441 100644 --- a/.gitignore +++ b/.gitignore @@ -175,4 +175,5 @@ cython_debug/ #Project specific output/ -version.py \ No newline at end of file +.DS_Store +version.py diff --git a/HEROS_Demo_Notebook.ipynb b/HEROS_Demo_Notebook.ipynb index c38848e..93334bf 100644 --- a/HEROS_Demo_Notebook.ipynb +++ b/HEROS_Demo_Notebook.ipynb @@ -98,11 +98,16 @@ "stored_model_iterations = '10,50,100' # Specified Phase II iterations where the current {MP} is archived for external evaluation (e.g. '10,50,100', or None)\n", "verbose = True # Run in 'verbose' mode - display run details\n", "\n", + "# Phase Alternation and Tree Initialization Hyperparameters ------------------------------------------------------\n", + "rule_pop_init = 'dt_bstrap' # Specifies rule population pre-initialization method (None, 'load','dt', or 'dt_bstrap') Experimental - recommended to leave to None\n", + "alternate = 5 # Specifies number of alternations - (e.g. 0 or 5, where 0 is original HEROS with no alternation)\n", + "alternate_mode = 'equal' # Specifies method for allocating resources across alternating phases (if alternate > 0) ('limit', 'converge', or 'equal') Experimental - recommended to leave to 'equal'\n", + "\n", "# In-Development HEROS Hyperparameters (Recommend not changing) -------------------------------------------------\n", "outcome_type = 'class' # Only 'class' (i.e. classification outcome) is operational in current implementation\n", "fitness_function = 'pareto' # Fitness function for Phase I rule discovery ('accuracy' or 'pareto') Pareto is strongly recommended unless analyzing clean problems.\n", "feat_track = 'end' # Feature tracking strategy applied (None, 'add', 'wh', 'end') Experimental - recommended to leave to None\n", - "rule_pop_init = None # Specifies rule population pre-initialization method (None, 'load', or 'dt') Experimental - recommended to leave to None" + "feedback = False # TBD - recommended to leave False\n" ] }, { @@ -129,6 +134,15 @@ } ], "source": [ + "import sys\n", + "import os\n", + "\n", + "# Add the project root so Python sees src/skheros/*\n", + "project_root = os.path.abspath(\"./src\")\n", + "if project_root not in sys.path:\n", + " sys.path.insert(0, project_root)\n", + "\n", + "\n", "# Load heros algorithm ---------------------------------------------------------\n", "if load_from_cloned_repo: # Load HEROS algorithm locally from cloned github repository\n", " from src.skheros.heros import HEROS\n", @@ -188,24 +202,30 @@ " train_data_path = 'evaluation/datasets/partitioned/multiplexer/A_multiplexer_6_bit_500_inst_CV_Train_1.txt'\n", " test_data_path = 'evaluation/datasets/partitioned/multiplexer/A_multiplexer_6_bit_500_inst_CV_Test_1.txt'\n", " excluded_column = 'Group'\n", + " rule_pop_path = 'A_multiplexer_6_bit_500_inst_CV_Train_1/rule_pop.csv'\n", "elif example_dataset == 'MUX11': # 11-bit Multiplexer\n", " train_data_path = 'evaluation/datasets/partitioned/multiplexer/B_multiplexer_11_bit_5000_inst_CV_Train_1.txt'\n", " test_data_path = 'evaluation/datasets/partitioned/multiplexer/B_multiplexer_11_bit_5000_inst_CV_Test_1.txt'\n", " excluded_column = 'Group'\n", + " rule_pop_path = 'B_multiplexer_11_bit_5000_inst_CV_Train_1/rule_pop.csv'\n", "elif example_dataset == 'MUX20': # 20-bit Multiplexer\n", " train_data_path = 'evaluation/datasets/partitioned/multiplexer/C_multiplexer_20_bit_10000_inst_CV_Train_1.txt'\n", " test_data_path = 'evaluation/datasets/partitioned/multiplexer/C_multiplexer_20_bit_10000_inst_CV_Test_1.txt'\n", " excluded_column = 'Group'\n", + " rule_pop_path = 'C_multiplexer_20_bit_10000_inst_CV_Train_1/rule_pop.csv'\n", "elif example_dataset == 'GAM_A': # GAMETES Dataset A (additive)\n", " train_data_path = 'evaluation/datasets/partitioned/gametes/A_uni_4add_CV_Train_1.txt'\n", " test_data_path = 'evaluation/datasets/partitioned/gametes/A_uni_4add_CV_Test_1.txt'\n", + " rule_pop_path = 'A_uni_4add_CV_Train_1/rule_pop.csv'\n", "elif example_dataset == 'GAM_C': # GAMETES Dataset C (epistasis)\n", " train_data_path = 'evaluation/datasets/partitioned/gametes/C_2way_epistasis_CV_Train_1.txt'\n", " test_data_path = 'evaluation/datasets/partitioned/gametes/C_2way_epistasis_CV_Test_1.txt'\n", + " rule_pop_path = 'C_2way_epistasis_CV_Train_1/rule_pop.csv'\n", "elif example_dataset == 'GAM_E': # GAMETES Dataset E (heterogeneous)\n", " train_data_path = 'evaluation/datasets/partitioned/gametes/E_uni_4het_CV_Train_1.txt'\n", " test_data_path = 'evaluation/datasets/partitioned/gametes/E_uni_4het_CV_Test_1.txt'\n", " excluded_column = 'Model'\n", + " rule_pop_path = 'E_uni_4het_CV_Train_1/rule_pop.csv'\n", "else:\n", " print(\"Specified Example Dataset Not Found!\")" ] @@ -340,7 +360,7 @@ "text": [ "Loading MultiSURF Scores\n", "['A_0', 'A_1', 'R_0', 'R_1', 'R_2', 'R_3']\n", - "[0.0653628803320886, 0.0917736536553188, 0.069767762335029, 0.0134458939320383, 0.0229747192062444, 0.0148895858857669]\n" + "[0.0653628803320886, 0.0917736536553188, 0.0697677623350289, 0.0134458939320383, 0.0229747192062444, 0.0148895858857668]\n" ] } ], @@ -422,332 +442,416 @@ "Feature Types: [1, 1, 1, 1, 1, 1]\n", "Missing Values: 0\n", "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0], [0, 1], [1, 0], [0, 1], [1, 0], [1, 0]]\n", + "Categorical Feature Values: [[np.int64(1), np.int64(0)], [np.int64(0), np.int64(1)], [np.int64(1), np.int64(0)], [np.int64(0), np.int64(1)], [np.int64(1), np.int64(0)], [np.int64(1), np.int64(0)]]\n", "Average States: 2.0\n", "Rule Specificity Limit: 6\n", - "Classes: [1, 0]\n", - "Class Counts: {1: 225, 0: 225}\n", - "Class Weights: {1: 0.5, 0: 0.5}\n", + "Classes: [np.int64(1), np.int64(0)]\n", + "Class Counts: {np.int64(1): 225, np.int64(0): 225}\n", + "Class Weights: {np.int64(1): 0.5, np.int64(0): 0.5}\n", "Majority Class: 1\n", "Expert Knowledge Weights Used: True\n", "--------------------------------------------------------------------\n", + "Beginning Decision Tree Rule Inititialization...\n", + "\n", + "One-hot encoding 6 categorical features...\n", + " Original features: 6, After one-hot encoding: 12\n", + " One-hot mapping created for 12 encoded features\n", + " Quantitative feature mapping: 0 features\n", + "Random Seed Check After RF: 0.6394267984578837\n", + "\n", + "Extracting rules from all decision tree branches in all forests...\n", + "Random Seed Check After Rule Extract: 0.025010755222666936\n", + "Deduplicating rules...\n", + "Random Seed Check After Deduplication: 0.27502931836911926\n", + "\n", + "Converting extracted rules to HEROS format and checking for redundancy...\n", + "Random Seed Check After Convert to HEROS rules: 0.8601666658261801\n", + "\n", + "Summary: Converted rules to HEROS format and added to population.\n", + "Total Population Numerosity: 667\n", + "Unique HEROS Rules: 290\n", + "PopSize After Tree Initialization 290\n", + "Micro PopSize After Tree Initialization 667\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 290\n", + "Post-Cleaning Population Size: 279\n", + "27 rules subsumed with a specificity of 2\n", + "80 rules subsumed with a specificity of 3\n", + "75 rules subsumed with a specificity of 4\n", + "20 rules subsumed with a specificity of 5\n", + "1 rules subsumed with a specificity of 6\n", + "Post-Subsumption Compaction Population Size: 76\n", + "HEROS Evolution Beginning!\n", "Archiving: 500\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 1000 0.813 176 500 0.602\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 1000 0.891 202 500 0.93\n", "Archiving: 1000\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 2000 0.895 200 500 1.283\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 3000 0.905 207 500 1.973\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 4000 0.898 219 500 2.664\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 5000 0.896 213 500 3.774\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 2000 0.899 211 500 1.626\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 3000 0.902 217 500 2.319\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 4000 0.897 213 500 2.987\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 5000 0.908 228 500 3.655\n", "Archiving: 5000\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 6000 0.904 220 500 4.983\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 7000 0.903 211 500 6.206\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 8000 0.893 225 500 7.366\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 9000 0.894 210 500 8.523\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 10000 0.91 210 500 9.683\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 6000 0.92 227 500 4.336\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 7000 0.897 225 500 5.018\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 8000 0.902 234 500 5.683\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 9000 0.911 225 500 6.344\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 230\n", + "Post-Cleaning Population Size: 229\n", + "13 rules subsumed with a specificity of 2\n", + "57 rules subsumed with a specificity of 3\n", + "64 rules subsumed with a specificity of 4\n", + "1 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 94\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 10000 0.91 94 499 7.004\n", "Archiving: 10000\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 11000 0.877 206 500 10.89\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 12000 0.895 203 500 12.054\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 13000 0.904 208 500 13.22\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 14000 0.901 213 500 14.364\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 15000 0.902 208 500 15.52\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 16000 0.9 209 500 16.677\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 17000 0.9 222 500 17.819\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 18000 0.892 207 500 18.946\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 19000 0.903 200 500 20.085\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 20000 0.897 217 500 21.227\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 21000 0.909 211 500 22.358\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 22000 0.896 202 500 23.496\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 23000 0.893 214 500 24.625\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 24000 0.905 214 500 25.748\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 25000 0.891 204 500 26.872\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 26000 0.896 206 500 27.997\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 27000 0.903 207 500 29.148\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 28000 0.898 206 500 30.29\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 29000 0.894 213 500 31.408\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 30000 0.907 209 500 32.531\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 31000 0.907 209 500 33.684\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 32000 0.899 221 500 34.815\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 33000 0.909 209 500 35.94\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 34000 0.888 213 500 37.053\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 35000 0.902 206 500 38.187\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 36000 0.902 209 500 39.316\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 37000 0.899 214 500 40.462\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 38000 0.896 212 500 41.587\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 39000 0.902 218 500 42.716\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 40000 0.894 217 500 43.853\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 41000 0.902 209 500 44.964\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 42000 0.909 213 500 46.062\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 43000 0.898 227 500 47.182\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 44000 0.9 218 500 48.309\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 45000 0.906 222 500 49.393\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 46000 0.909 216 500 50.528\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 47000 0.895 218 500 51.66\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 48000 0.899 223 500 52.803\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 49000 0.904 218 500 53.949\n", - " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", - "0 50000 0.906 214 500 55.092\n", - "Archiving: 50000\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:10000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 1 0.904 0.904 11 0.525\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 2 0.904 0.904 11 0.959\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 3 0.904 0.904 11 1.42\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 4 0.927 1.0 38 1.814\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 5 0.927 1.0 38 2.267\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 6 0.927 1.0 38 2.714\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 7 0.927 1.0 38 3.103\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 8 0.936 1.0 23 3.526\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 9 0.936 1.0 23 3.887\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 10 0.944 1.0 24 4.269\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 11 0.944 1.0 24 4.634\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 12 0.953 1.0 19 5.022\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 13 0.953 1.0 18 5.362\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 14 0.953 1.0 18 5.643\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 15 0.953 1.0 18 5.935\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 16 0.953 1.0 18 6.34\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 17 0.956 1.0 17 6.622\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 18 0.969 1.0 14 6.975\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 19 0.969 1.0 14 7.327\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 20 0.969 1.0 14 7.662\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.1923035034118793\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 11000 0.886 204 500 15.822\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 12000 0.918 221 500 16.472\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 13000 0.905 224 500 17.143\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 14000 0.909 219 500 17.804\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 15000 0.898 219 500 18.45\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 16000 0.908 219 500 19.095\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 17000 0.9 225 500 19.751\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 18000 0.912 224 500 20.388\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 19000 0.909 221 500 21.027\n", "--------------------------------------------------------------------\n", - "Original Population Size: 214\n", - "Post-Cleaning Population Size: 214\n", - "16 rules subsumed with a specificity of 2\n", - "55 rules subsumed with a specificity of 3\n", - "50 rules subsumed with a specificity of 4\n", + "Original Population Size: 233\n", + "Post-Cleaning Population Size: 232\n", + "15 rules subsumed with a specificity of 2\n", + "69 rules subsumed with a specificity of 3\n", + "59 rules subsumed with a specificity of 4\n", "3 rules subsumed with a specificity of 5\n", - "Post-Subsumption Compaction Population Size: 90\n", + "Post-Subsumption Compaction Population Size: 86\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 20000 0.905 86 499 21.686\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:10000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 21 0.969 1.0 14 7.95\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 22 0.984 1.0 14 8.288\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 23 0.984 1.0 14 8.555\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 24 1.0 1.0 9 8.905\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 25 1.0 1.0 9 9.215\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 26 1.0 1.0 9 9.454\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 27 1.0 1.0 9 9.755\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 28 1.0 1.0 9 10.086\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 29 1.0 1.0 9 10.486\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 30 1.0 1.0 9 10.826\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 31 1.0 1.0 9 11.152\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 32 1.0 1.0 9 11.472\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 33 1.0 1.0 9 11.844\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 34 1.0 1.0 8 12.178\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 35 1.0 1.0 8 12.581\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 36 1.0 1.0 8 12.863\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 37 1.0 1.0 8 13.194\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 38 1.0 1.0 8 13.53\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 39 1.0 1.0 8 13.885\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 40 1.0 1.0 8 14.254\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.12363543840117786\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 21000 0.909 202 500 28.939\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 22000 0.9 209 500 29.593\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 23000 0.911 216 500 30.243\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 24000 0.902 209 500 30.893\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 25000 0.891 218 500 31.54\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 26000 0.894 225 500 32.182\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 27000 0.893 219 500 32.832\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 28000 0.908 226 500 33.474\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 29000 0.897 222 500 34.121\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 225\n", + "Post-Cleaning Population Size: 225\n", + "12 rules subsumed with a specificity of 2\n", + "60 rules subsumed with a specificity of 3\n", + "62 rules subsumed with a specificity of 4\n", + "3 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 88\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 30000 0.917 88 500 34.767\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:10000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 41 1.0 1.0 8 14.544\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 42 1.0 1.0 8 14.937\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 43 1.0 1.0 8 15.271\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 44 1.0 1.0 8 15.616\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 45 1.0 1.0 8 15.967\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 46 1.0 1.0 8 16.291\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 47 1.0 1.0 8 16.681\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 48 1.0 1.0 8 17.082\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 49 1.0 1.0 8 17.503\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 50 1.0 1.0 8 17.835\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 51 1.0 1.0 8 18.152\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 52 1.0 1.0 8 18.531\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 53 1.0 1.0 8 18.897\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 54 1.0 1.0 8 19.21\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 55 1.0 1.0 8 19.537\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 56 1.0 1.0 8 19.967\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 57 1.0 1.0 8 20.34\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 58 1.0 1.0 8 20.725\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 59 1.0 1.0 8 21.096\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 60 1.0 1.0 8 21.511\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.051236907929415376\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 31000 0.895 195 500 42.663\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 32000 0.908 204 500 43.295\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 33000 0.905 206 500 43.935\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 34000 0.895 211 500 44.581\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 35000 0.896 218 500 45.235\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 36000 0.897 213 500 45.876\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 37000 0.911 221 500 46.519\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 38000 0.9 217 500 47.163\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 39000 0.91 224 500 47.817\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 222\n", + "Post-Cleaning Population Size: 222\n", + "15 rules subsumed with a specificity of 2\n", + "63 rules subsumed with a specificity of 3\n", + "53 rules subsumed with a specificity of 4\n", + "4 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 87\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 40000 0.897 87 500 48.468\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:10000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 61 1.0 1.0 8 21.957\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 62 1.0 1.0 8 22.279\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 63 1.0 1.0 8 22.693\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 64 1.0 1.0 8 23.081\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 65 1.0 1.0 8 23.451\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 66 1.0 1.0 8 23.876\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 67 1.0 1.0 8 24.268\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 68 1.0 1.0 8 24.646\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 69 1.0 1.0 8 25.026\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 70 1.0 1.0 8 25.424\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 71 1.0 1.0 8 25.83\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 72 1.0 1.0 8 26.222\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 73 1.0 1.0 8 26.652\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 74 1.0 1.0 8 27.037\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 75 1.0 1.0 8 27.41\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 76 1.0 1.0 8 27.752\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 77 1.0 1.0 8 28.137\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 78 1.0 1.0 8 28.422\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 79 1.0 1.0 8 28.791\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 80 1.0 1.0 8 29.14\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.6845892083633415\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 41000 0.897 199 500 56.744\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 42000 0.904 216 500 57.382\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 43000 0.896 217 500 58.028\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 44000 0.91 224 500 58.677\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 45000 0.893 236 500 59.34\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 46000 0.915 228 500 59.99\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 47000 0.897 232 500 60.654\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 48000 0.9 236 500 61.311\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 49000 0.899 221 500 61.957\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 230\n", + "Post-Cleaning Population Size: 230\n", + "13 rules subsumed with a specificity of 2\n", + "60 rules subsumed with a specificity of 3\n", + "65 rules subsumed with a specificity of 4\n", + "1 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 91\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 50000 0.902 91 500 62.614\n", + "Archiving: 50000\n", "HEROS (Phase 1) run complete!\n", "Number of Unique Rules Identified: 0\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 1 0.973 0.973 16 1.489\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 2 0.973 0.973 16 2.186\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 3 0.973 0.973 16 2.854\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 4 0.973 0.973 16 3.494\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 5 0.973 0.973 16 4.034\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 6 0.973 0.973 16 4.587\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 7 0.973 0.973 16 5.021\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 8 0.973 0.973 16 5.63\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 9 0.973 0.973 16 6.12\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 10 0.973 0.973 16 6.592\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 11 0.973 0.973 14 7.116\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 12 0.991 0.991 16 7.64\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 13 1.0 1.0 17 8.137\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 14 1.0 1.0 16 8.728\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 15 1.0 1.0 13 9.277\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 16 1.0 1.0 13 9.684\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 17 1.0 1.0 11 10.362\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 18 1.0 1.0 11 10.892\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 19 1.0 1.0 11 11.544\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 20 1.0 1.0 10 12.104\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 21 1.0 1.0 10 12.545\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 22 1.0 1.0 10 13.114\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 23 1.0 1.0 10 13.621\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 24 1.0 1.0 10 14.09\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 25 1.0 1.0 10 14.602\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 26 1.0 1.0 9 15.035\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 27 1.0 1.0 9 15.498\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 28 1.0 1.0 9 16.039\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 29 1.0 1.0 9 16.624\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 30 1.0 1.0 9 17.173\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 31 1.0 1.0 9 17.635\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 32 1.0 1.0 9 18.278\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 33 1.0 1.0 9 18.834\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 34 1.0 1.0 9 19.349\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 35 1.0 1.0 8 19.824\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 36 1.0 1.0 8 20.369\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 37 1.0 1.0 8 20.895\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 38 1.0 1.0 8 21.48\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 39 1.0 1.0 8 22.091\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 40 1.0 1.0 8 22.642\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 41 1.0 1.0 8 23.178\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 42 1.0 1.0 8 23.643\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 43 1.0 1.0 8 24.22\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 44 1.0 1.0 8 24.786\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 45 1.0 1.0 8 25.298\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 46 1.0 1.0 8 25.86\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 47 1.0 1.0 8 26.469\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 48 1.0 1.0 8 27.02\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 49 1.0 1.0 8 27.689\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 50 1.0 1.0 8 28.266\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 51 1.0 1.0 8 28.745\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 52 1.0 1.0 8 29.339\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 53 1.0 1.0 8 29.875\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 54 1.0 1.0 8 30.484\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 55 1.0 1.0 8 31.088\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 56 1.0 1.0 8 31.583\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 57 1.0 1.0 8 32.149\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 58 1.0 1.0 8 32.698\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 59 1.0 1.0 8 33.226\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 60 1.0 1.0 8 33.756\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 61 1.0 1.0 8 34.271\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 62 1.0 1.0 8 34.84\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 63 1.0 1.0 8 35.551\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 64 1.0 1.0 8 36.144\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 65 1.0 1.0 8 36.657\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 66 1.0 1.0 8 37.113\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 67 1.0 1.0 8 37.632\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 68 1.0 1.0 8 38.353\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 69 1.0 1.0 8 39.015\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 70 1.0 1.0 8 39.69\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 71 1.0 1.0 8 40.313\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 72 1.0 1.0 8 40.919\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 73 1.0 1.0 8 41.517\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 74 1.0 1.0 8 42.105\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 75 1.0 1.0 8 42.697\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 76 1.0 1.0 8 43.179\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 77 1.0 1.0 8 43.798\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 78 1.0 1.0 8 44.429\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 79 1.0 1.0 8 45.022\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 80 1.0 1.0 8 45.668\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 81 1.0 1.0 8 46.138\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 82 1.0 1.0 8 46.788\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 83 1.0 1.0 8 47.317\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 84 1.0 1.0 8 47.826\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 85 1.0 1.0 8 48.525\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 86 1.0 1.0 8 49.178\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 87 1.0 1.0 8 49.813\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 88 1.0 1.0 8 50.537\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 89 1.0 1.0 8 51.101\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 90 1.0 1.0 8 51.817\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 91 1.0 1.0 8 52.483\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 92 1.0 1.0 8 53.132\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 93 1.0 1.0 8 53.699\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 94 1.0 1.0 8 54.191\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 95 1.0 1.0 8 54.701\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 96 1.0 1.0 8 55.221\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 97 1.0 1.0 8 55.874\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 98 1.0 1.0 8 56.431\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 99 1.0 1.0 8 57.025\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 100 1.0 1.0 8 57.597\n", + "Number of Iterations Used:10000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 81 1.0 1.0 8 29.534\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 82 1.0 1.0 8 29.93\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 83 1.0 1.0 8 30.253\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 84 1.0 1.0 8 30.701\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 85 1.0 1.0 8 31.066\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 86 1.0 1.0 8 31.503\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 87 1.0 1.0 8 31.853\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 88 1.0 1.0 8 32.229\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 89 1.0 1.0 8 32.672\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 90 1.0 1.0 8 33.02\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 91 1.0 1.0 8 33.394\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 92 1.0 1.0 8 33.801\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 93 1.0 1.0 8 34.144\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 94 1.0 1.0 8 34.51\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 95 1.0 1.0 8 34.861\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 96 1.0 1.0 8 35.174\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 97 1.0 1.0 8 35.595\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 98 1.0 1.0 8 35.957\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 99 1.0 1.0 8 36.278\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 100 1.0 1.0 8 36.632\n", "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.37661169893523605\n" + "Random Seed Check - End: 0.8362786118187231\n" ] } ], @@ -756,7 +860,8 @@ "heros = HEROS(outcome_type=outcome_type,iterations=iterations,pop_size=pop_size,cross_prob=cross_prob,mut_prob=mut_prob,nu=nu,beta=beta,theta_sel=theta_sel,\n", " fitness_function=fitness_function,subsumption=subsumption,rsl=rsl,feat_track=feat_track, model_iterations=model_iterations,\n", " model_pop_size=model_pop_size,model_pop_init=model_pop_init,new_gen=new_gen,merge_prob=merge_prob,rule_pop_init=rule_pop_init,compaction=compaction,\n", - " track_performance=track_performance,model_tracking=model_tracking,stored_rule_iterations=stored_rule_iterations,stored_model_iterations=stored_model_iterations,random_state=random_state, verbose=verbose)\n", + " track_performance=track_performance,model_tracking=model_tracking,stored_rule_iterations=stored_rule_iterations,stored_model_iterations=stored_model_iterations,\n", + " random_state=random_state,verbose=verbose, alternate=alternate,alternate_mode=alternate_mode,feedback=feedback)\n", "\n", "heros = heros.fit(X, y, row_id, cat_feat_indexes=cat_feat_indexes, ek=ek)" ] @@ -828,11 +933,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "11 non-dominated models on Pareto-front.\n", + "7 non-dominated models on Pareto-front.\n", "----------------------------------------\n", - "Model testing accuracies: [1.0, 0.94, 0.96, 0.9, 0.76, 0.6200000000000001, 0.5800000000000001, 0.5800000000000001, 0.6799999999999999, 0.54, 0.5]\n", - "Model testing coverages: [1.0, 0.98, 0.94, 0.88, 1.0, 1.0, 1.0, 1.0, 1.0, 0.48, 0.48]\n", - "Model rule counts: [8, 7, 7, 6, 5, 4, 3, 3, 2, 1, 1]\n", + "Model testing accuracies: [1.0, 0.96, 0.88, 0.8, 0.76, 0.76, 0.5]\n", + "Model testing coverages: [np.float64(1.0), np.float64(0.94), np.float64(0.86), np.float64(0.74), np.float64(1.0), np.float64(1.0), np.float64(0.52)]\n", + "Model rule counts: [8, 7, 6, 5, 4, 2, 1]\n", "----------------------------------------\n", "Best model testing accuracy: 1.0\n", "Best model testing coverage: 1.0\n", @@ -840,44 +945,44 @@ "Best model index: 0\n", "----------------------------------------\n", " Condition Indexes Condition Values Action Numerosity Fitness \\\n", - "0 [0, 4, 1] [1, 0, 0] 0 3 0.997857 \n", - "1 [1, 5, 0] [1, 1, 1] 1 5 0.997429 \n", - "2 [2, 1, 0] [0, 0, 0] 0 8 1.000000 \n", - "3 [1, 3, 0] [1, 1, 0] 1 7 0.998143 \n", - "4 [2, 1, 0] [1, 0, 0] 1 3 0.998714 \n", - "5 [4, 1, 0] [1, 0, 1] 1 7 0.997857 \n", - "6 [3, 1, 0] [0, 1, 0] 0 7 0.997714 \n", - "7 [0, 5, 1] [1, 0, 1] 0 5 0.996857 \n", + "0 [0, 1, 2] [0, 0, 0] 0 5 1.000000 \n", + "1 [0, 1, 3] [0, 1, 1] 1 7 0.998143 \n", + "2 [0, 1, 5] [1, 1, 1] 1 7 0.997429 \n", + "3 [0, 1, 4] [1, 0, 0] 0 6 0.997857 \n", + "4 [1, 2, 0] [0, 1, 0] 1 6 0.998714 \n", + "5 [0, 1, 5] [1, 1, 0] 0 7 0.996857 \n", + "6 [0, 1, 4] [1, 0, 1] 1 6 0.997857 \n", + "7 [0, 1, 3] [0, 1, 0] 0 7 0.997714 \n", "\n", " Useful Accuracy Useful Coverage Accuracy Match Cover Correct Cover \\\n", - "0 1.0 27.5 1.0 55 55 \n", - "1 1.0 26.0 1.0 52 52 \n", - "2 1.0 34.0 1.0 68 68 \n", - "3 1.0 28.5 1.0 57 57 \n", + "0 1.0 34.0 1.0 68 68 \n", + "1 1.0 28.5 1.0 57 57 \n", + "2 1.0 26.0 1.0 52 52 \n", + "3 1.0 27.5 1.0 55 55 \n", "4 1.0 30.5 1.0 61 61 \n", - "5 1.0 27.5 1.0 55 55 \n", - "6 1.0 27.0 1.0 54 54 \n", - "7 1.0 24.0 1.0 48 48 \n", + "5 1.0 24.0 1.0 48 48 \n", + "6 1.0 27.5 1.0 55 55 \n", + "7 1.0 27.0 1.0 54 54 \n", "\n", " Mean Absolute Error Prediction Outcome Range Probability Birth Iteration \\\n", - "0 None None None 538 \n", - "1 None None None 938 \n", - "2 None None None 147 \n", - "3 None None None 459 \n", - "4 None None None 182 \n", - "5 None None None 248 \n", - "6 None None None 181 \n", - "7 None None None 477 \n", + "0 None None None 0 \n", + "1 None None None 0 \n", + "2 None None None 0 \n", + "3 None None None 0 \n", + "4 None None None 104 \n", + "5 None None None 0 \n", + "6 None None None 0 \n", + "7 None None None 0 \n", "\n", " Specified Count Average Match Set Size Deletion Probabiilty \n", - "0 3 87.337309 0.002396 \n", - "1 3 96.095497 0.007325 \n", - "2 3 99.853940 0.019436 \n", - "3 3 92.333984 0.013786 \n", - "4 3 99.660789 0.002731 \n", - "5 3 95.647239 0.014285 \n", - "6 3 100.720970 0.015045 \n", - "7 3 93.752155 0.007151 \n" + "0 3 93.127103 0.004923 \n", + "1 3 88.732769 0.010573 \n", + "2 3 86.089364 0.013973 \n", + "3 3 84.024844 0.010015 \n", + "4 3 94.375813 0.011239 \n", + "5 3 90.676391 0.014726 \n", + "6 3 83.373389 0.009937 \n", + "7 3 94.056982 0.015261 \n" ] } ], @@ -1029,7 +1134,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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Oc5fM+OQskg1df2mHavX2AhE7NaY+MTML9BER7BfKC25jcfFw0U7NNasYYDXiAqupiQBcOkHiOYYOJmEUEgOETcNEwemtF7Dqt014ftu4KGjcpw6PFPhmJVFAJJ1Pr79g/bRt2Lf0qFERkKtYdnT9uS2qtq7ARa6oDoD4pT2g+qCp3I9n7hMZHsmnEsYilUu5h4auCZD5xABDBshya2oFJIb9DwiCQWKAsBtRcGbbRR4peHrzhcF6uUKGhr3roOOYlkifLZ1FxkjYFh9ffcb637dh/7KjUEYZev/nLpEDXX9uhyotyxlEusTIkxADhmv6AAhxaTBWL8OmxSaUHkgZMQDAfQwk7r2S//eE3UNigLA7UXB2xyUuCp5cf25cFPSqrREF2X0tMkbCuvn48hMvgGUiIFpp6JuRp2ROdPulHSo1L/vVdJcYuhJiyJyYpkBMEIgI8guBUqfOIH56IGExwL67SWlGFA9JZgjpdlNkgEgQEgOE3dYpnNt5macPHl97ZrBeJpeiQc/a6DS2FTLkIFFAAB9efMK6qVtxYMUxoyKAFb3GioDE+Ppzs6HQxRBDF3JBEBkuQUhA3NRBFg3wTOdhdFsGYiCdG+QyE422XDpA4jXJtG0QdguJAcL+RcGuy1j92yY8umpcFNT/riY6jWuNjDnTW2SMhGV5//xjjAg4btRBM1+Z3FwEVGxaJlnNfcTQVVAFzUFkWBjCQwWIaiEmPeDJv3/GMBQDHpDLo9jGYAqCzzKyISaMQmKAcBhRcGHPVR4peHj5icF65nGgEQWtkClXBouMkUhd3j39gLVTt+LQyhNGRUD+snnQfWI7lG9c2qQOf+y7t2z0UNRudgLpsygRrQRkCle4uCc8pdaoGGDug2p/TQvi5CLJFJMuiPEfIIgYSAwQDgU7MV/cdw2rft2IB5eMi4J63aqj8/g2yJSbRIE98vbJe6ydshWHVp3Qa70dS8HyefkUwfKNSpmlze/+5ccwq/d8uHqo8N3od2jQMRDObnII3C5YYTDbIGExINcIAbWfaQNyaQuJ11TTtkHYHSQGCIcVBZf2X+eRgvsXHhmsZ46JdZkoGNcaWfJ+pSUsYTO8efyORwIOrzppVAQUqpiPpwPKNihpFhEQOyOhb7EfERakMf1hd/fLbnZA+nQ7AOVNTWMh3i/OKcYTQPiGGGBVsixVYGq6YAkEpxombYOwL0gMEHB0UXD54A1eU3D33EOjoqBO12roPK4NsuYjUWCLvH70jje8OrLmlFERULhSfnSb2B5l6hU3mwiI/W6NbTQFVw7e0D7XZ1pXdBjdQrNeeQ9i+DYgYk9cLQArOhQkiI4GwgLDIYoCBEGEq5cLZGz2oaiOsfWO4H0Gko0kA4R0eyBIPE3+nIR9QGKAIGJO3FcP38TKXzfh7tkHBvtEIhFQu0s1dBnfBlnzZ6Z9ZgO8evAGa6ZswbG1p6GOndevQ5EqBXgkoHRd84qAWJhd8Zz+i/QiD3NOTYJUql80KKqDAeV1QHkfYvQ9QHkbqqjPCAsJhwDWAVHg0w+lCl9AXgyCvBBE5ioY9D8AcS6GScalNSRe00z5iIQdQWKAIOKJgmtHbvH0we3T942KglqdqvKaguwFs9C+s0Je3n/DIwHH1hkXAcWqFeI1AaVqF00RERA7TZGlB8JDIrQ9MxZem4FsBbIk6jt47+xV/NJyEjcaUkYJ+G37zyhcpYz+60JXQAw2LfcveC+C4FzLpG0Q9kEim2MThGPALg7sTrFUnWK4fuw2FwW3Tt7TrmcXFxZuPrr2NGp1qsJFQY5CWS06ZkLDi3uveQMr1vKaz/GPR7HqhdB9YnuUqFkkxUQAg733rD4LtEKA0WNSp0QJAQYbm1p0ReAXedz3TjQy88C1OxBxEFBeTv5Yg34GFGx2gXeyt0HYByQGCCKBE3Kp2sX448bxO1j560bcPHFX74TPBMGxdWdQo0NldJ3QBjkKZ6N9aQFYoyomAliLa2MigF38WTqA/Zsa7F50iEeXYilcuQBa/9DY7O8jsCZIXr9D/NJc25Uwyag/QgyaDMF7prmHR9gYlCYgiERy48QdXmh4/dgdwx+SIKB6u4roMqEtchXNTvs0FXh2+yUXAayltTERULJWEZ4OKFEjdUQA492zD+hXfAQiQiP5spOLgqcHklpncvv0PQyv/ot2ec7J31C0aqGEbY+DJ5s0bsF7PgTnuiZtg7BtKDJAEImEXVRKHCmCW6fu8fSB7t0fuxixO1P2qN6uEo8U5CqWg/ZtCvDs1gusmrSZt7A2BkvxsEgAqw1I7b4Ys3ov0AoBRq+pnVO+4NS1a0y64GKyNyEG/QIoykCQ+Jh1aITtQGKAIJIIu8hMP/QLv3tjouDq4ThRwDi56Rx/VGtTgXe1y12cRIE5eHLjOW9AxVpWG6N0veJcBBStUhCWYNeCgzylpPs9aTm0UYq/ryZdMDUmXRDX+yBJqD9DDJoEwXu2uYdH2AiUJiAIE7lz9gEXBbrzyXWp0qo873eft2Qu2tfJ4PH1Z1wEsBbVxihTvwQXAUUqF7Coq2H/EiMREaaJCji7OmHh9RnJNqxKSpogFjFsLUQ+3TD5CN7/QHBuYNI2CNuEIgMEYSLsIjRt/wTcPfeAX7SYs6Eu7CLGHqzvPYsUsO53xLdh3SaZyGItqY1RrmFJXhNQuGJ+i+5Olh6Y2Wu+Vggwek/rkvrOlS4dgYj9QJTx9EliEIMmAopyECRpzDo0wvohMUAQZqJwpQKYunc87l14xC9il/Zd01t/Zvsl/mAtcFmkIH+ZPLTvjfDwyhO+/87vumJ0/5RvXIqLqkIV8lnF/tv+zz5eRxILm7XQfFDq313zdIEnSxc0S353Q7UfxKBfIXj/Ze7hEVYOpQkIIoW4f/ERjxSwbonGYC1x2Z1tgbIkChgPLj/hszXO7zYuAio0Kc1FVMHy1iECYq2OB5QcichwjROgs5sTFt+cZXLny+SkCWIRw9ZrCgJNQPD6E4KL+adDEtYLRQYIIoVgF63Ju8ZqLnKTDO902UWPPdhFjuW8C5TL67CiiUUCLu7Vj6TEUrFZGR4JsDbRpFKpMLPXPK0QYPSb3s3yLbBdOgARB4CoM8neBK89UJSHIE1n1qER1guJAYJIYdhFbNKOMTz8zSIF53bqO8axyAF7lGtUiosCawl/pzR3zz/kkYD4NRaxVG7BaizaIl/p3LBGtv21F3fOPNCb0tikfz1YGu6uyGYXfG4CiCHJ24gYoBEErKAwBd0aCeuB0gQEYYHCOBYpYPUDxijbQFMdz2oQ7BFWaMkiAZcPJDD7wgYKLVn/g4GlRyEqQsmXXdydseTWbGTI4WuW7ZuSJohFDNsEMWi8SeMQvGZDcGlq0jYI24AiAwSRyrCL3P+2juZT5tZM3mIwb55dJNnDGqbMmZPbZ+5rfBkO3TS6vmpr5svQFnlK5IQ1E5seiBUCjAGzvjObEDAbLm1jZhecSvYmxKDfAEUFCFIr+2yE2SExQBAWgvkOTNw8Ek9vvuCRglNb9EUB8y1gj9J1NY56Sb0ztBYSMmeKpVrbiug6oa3NmDNtmb0b984/0i4z0daoTx1YG5p0wZSYdEGwCemCXwBmV0zpAruGxABBWBh2Efxl00hus7t68hbuXqgLu4iyR8naRbkoKF69MGyBmyfvchFw/ehtg3XswqIRAbZl2/zi7ius+GWDdtnV0wU/LhlgtRdKQZoR8BwPMXBM8jcSeQSI2Am4tDDn0Agrg8QAQVgJ7KL484Yf8exn4w142EWVPSzRgCcpMEteJgJ0rXljYRfNGu0r8YZOOYvYVpdHVbQKM3rOgzIyLj0wcHYPpM9m5RX3zq006YLI48neBOtsCEVFCFILz5QgUgwSAwRhZbCuhxPW/4gXv7zikYITG87qi4Jjd/ijeI3C6D6xfaq15v0abHyxIkC31bOuCKjZsTK6jLfdVs8bZ+zEg0tPtMts9keDnrVg7fCoheekmHRBUPI2IgbGpAsWWm0UhDANmk1AEFbOi3uvsXbKFhxbd8Zoq95i1Qvx9EHJWkVT/UTNxnPt6G0+RVDXhS8WiYSJgCrozERAoayw5XbJg8qMRrRSxZfdvFzx7+3ZSJclbYq8nzlmE8RHDN8BMXCUSdsQvKZBcGlt0jYI64TEAEHYCGw6m0YUnIZabSgKilYtyEUBm++e0qKAi4Ajt7Dy1416c+11RUCtzlV5JCBbgSywZaKV0RhWeTweXXmqfW7U8sGo/13NFHvPFBEDoggxYJCmBiC5CB4Q0u3R1CIQdoXE0gMgCCJxZC+YBWNWDcPSu3+ibrfq/IKry+3T9/FT/Un4odrPuHLohtEogqmwbV4+eIO/B3uv+EKAjale9xp8jGNWDrN5IcDY8McOPSHAbKTZZ7Q1mEAUPH9jrQmTvxExGGLg+BT5bhGWhSIDBGGjMF/8tVO34MjqU1Cr1AbrC1fKzwsNy9YvYXKkgIuAA9d5TYDutLpYJFIJ6nSths7j2iBrvlTu1peCPLnxHEPKj9GmBzx83LD41myky5yyXf1SIjIQixi+G2LgjyZtQ/CcCsG1rVnGQ1gHJAYIwsZ585iJgq04vOqkUVFQsEI+nj5gLX+TKgqYCGB2wUwE3L9gXATU61YDnca1Sv2WvamQHhhSYSyeXH+ufY5FZup0qZbi752iYoCnC4YCkQeTvxHBHUK63RCkmc0yJsLyUJqAIGwcdhEetWwwlt//Cw171uIXaF3YRXx8k6kYVmkcLuy9mqgQL3vNhT1XMLTiWP638YWAVCZFw161seLB3xi5bJDdCQHGuqnb9IQA65VQu3NV2DqadMGvgOCT/I2IIZQusDMoMkAQdsa7Zx/4hezgf8f53Pj45C+bh0cKWLfE+JECJgJYJ0XWUOnh5bhpdLoigBXOsUiAxbvzpXD/CBYViN1/Hmnc+eyBNBlNuIBaSWQgFjFiH8SA703aBqtBEFw7mm1MhOUgMUAQdsr75x+xbupWHFhhXBTkK5Ob9wKo1KwsXz636zKfIvjo6jOD18rkUjToUQsdx7ZCxpzpYc8oo5QYXG4Mnt16qX1u3NofUKtjlVQbQ2qIAYaaiYGIfcnfgOAWky6w/UJRR4fEAEHYOR9efMK637fhwPKj2kI4XTLmSg8WIHj39KNREcDSAR3HtLK+RjwpxIqf12PNlC3a5WptKuDnjSNS1cMhtcSAqPaD+LkxoPZL/kaYM6HPCggCZZ1tGTp6BGHnsIv4Dwv74b9H/6DZgPr8Aq/L+2cfDYSAXCHjr2V/8/2Cfg4jBB5eeYJ107Zpl73SeWDovL5267onSNJo6gdMIeo8EL7eXEMiLASJAYJwENJn98WQub0x+O9e8EzrnuDrPNN6YNBfPflr2d84ClGRSszoMU9vRgYTAj7pvWDPCM4NAOemJm1DDJ4OMfqV2cZEpD4kBgjCAVCr1Tix6Rz6lxyJvwYuQdCXkARfG/QlmL9mQKlROLn5HP9bR2DVr5vw/E7cBY01VKrRrhIcAcHzZ0BiQsMlMQxi0DiIomN8V+wREgMEYceoVCoc33AG/UuMxOQOs/H8tv7dm9xJjoa9avHiQPZ/XVgB3aT2s7mAOLHxrF2LgvsXH2Hj9O3aZe/0Xhg6tw8cBUHio3EnNIWoC0DYGnMNiUhlqGshQdipCGAtkFdP2oSX994YrFc4y9G0f320H90CaTNppsv1mNwRG6fvwJ7FhxAVEdemlwmIyR3nIEfhrLz1cPV2FSGV6tcd2DJREVGYztIDOv0evl/QF17pPOFICM51ITo3ByJ2JnsbYshMwKk6BFkOs46NSHkoMkAQdiYCjq49hb7FRmBq5z8NhICTiwJtfmiCVU/nYeCcHlohwGAWu4P+7ImVT+bx17DX6vLi7mu+zX7FR+DoutP8veyB/yZuxKv7cfupVqcqqNqqAhwRwXMCIDFh6qgYDjFwDKULbBCaWkgQdgDzETi2/gzvavjqwVuD9ezC3mxgA7Qf1Rw+GRLXqMbvvT82ztiJ3QsPIjI8ymB9toJZeFfCmh0r22yk4O65Bxhe7WdtVMAngxf+vT2HF1FaktSaWmgMMeIYxID+Jm1D8BgHwa2H2cZEpDwkBgjCxkUAu0tfM3kL3jx6Z7De2dUJzQc1QNuRzZNdFe//IQCbZu7ErgUHEREWabA+a/5M6Dy+DWp3qsodCm2FyPBIXiT5+mHcfvt122huO2xpLCkGGOqAn4CIuCmWSccZQrodEGS5zDgqIiWhNAFB2KgIYHbDvQr/gOnfzTUQAs5uTmg/qgVWPZuHvtO7mTQ9jkUS+s3ojpVP5/Ftsm3rwi6mbAy9iwzHoZUnjLodWiPLJ6zXEwKsLbQ1CAFrQPAcb1q6ABEQA8dCFG3ju0BQZIAgbK6T3uHVp7Bu6ha8ffLBYL2LuzNaDG6ItiOapVgBXMCnQGyetQs75u1HRKhhpCBz3ozoPK416natbrWRgttn7uPH6r9omzalyeTDew94+CTsv+BIkQGGGHkCon9fk7YhePwEwa232cZEpByUJiAIWxEBq07yVsXvnhoXAS2HNkKb4U1TrQo+8HMQNs/ejR1z9yE8JMJgfabcGTSioFt1yOTWM3GJpTrYdMm3j99rn5u8awwqNCkDa8EaxABDHTgOCN9swhYUMemCPGYcFZESUJqAIKxcBOz99wh6Fvwes/osMBACrh4u/IK7+tl89JrSOVWnw7H36j21M39vNgY2Fl3YWNmY2dj3LT3CP4s1sGzcWj0hUL9HTasSAtaE4DEWkJjSnjoqZnYBpQusHYoMEISVds47uOI4bzDEGg3Fx9XTBa2GNUbrH5rAM41lK99jCfILxtY5e7Dtn70ICwo3WJ8xpy86jW2Net/VgFyhb3CUWtw4cQcja/1Pu5wuSxosuTUb7t5usCasJTLAECNPQ/TvZdI2BPdRENxNSzkQKQuJAYKwMhFwYDkTAVvx8eVng/VuXq5o/X0TtPq+sdXkt+MT7B+CrX/uwba/9yI0MMxgffrs6bgoaNCzZqqKgvDQCO7EqBtdmbp3HMo1LAVrw5rEAEMd+DMQvsGELchj0gV5zTgqwpxQmoAgrKRJzq4FB/BdvqH4a+BiAyHA7ly7T2zPQ/Ld/9feaoUAg43tu187aMY6sT0XMLqwz8Y+I/usuxYe5J89NVg6Zo2eEGCtma1RCFgjrBAQkiwmbEEJMWA0RNE6UkWEIRQZIAgLW+HuW3oUG/7Yjk+vvxisZyKAFQW2GtYIbl7WFcpOLCEBoTxKwKIF7P/x8c2aFh3HtELD3rWhiNcfwVxcP3Ybo+rEter1zZYWS27Ostp9am2RAYYYeRaiv2lGQoL7cAjuA802JsJ8kBggCAuJAFYYyETA5zd+Bus9fJgIaIaWQxta7QUrqYQGhmL7P/uxZc4uBPsbigKWv+/wU0s07lMHCmd9K2RTCAsOR/8SI/D+eVztxbQDE1CmXglYK9YoBhjqwP8B4WtN2IIcQtqtEOQFzDgqwhxQmoAgUtn1jt0ld887BPOGLTMQAh5p3NFzciesejYfXSa0sRshwGCfhX0m9tnYZ2SfVRe2L9g+Yftm+z/7uGAyB0tGr9ITAk361bNqIWDNCB6jAGlWE7agjJldkDqpISLxUGSAIFJJBOxZdBgbZuyA3zt/g/XMC7/diGZoPrihwRQ9e4Xdse+Yux+bZ+9C0Jdgg/XMCKjD6BZo0q8unFz0XQ8Ty9XDN/FT/Una5Qw5fLH45iyr38fWGhlgiJEXIPp3M2kbgvv3ENwHm21MhOmQGCCIFDa42bPoEDYyEfA+wGC9VzoPtB3RHC0GN4CLu3VfoFJSFOycfwCbZ+1E4GcjoiCjN7dBbtK/Hu+1kFhCg8J4h0XdYszph39BqdrFYO1YsxhgqIMmAWGrTNiCDELaLRDk1vOZHB1KExBECk1j2zRrF7rnGYyFI/4zEALevp7o+0dX3kq4408tHVYIMNhdOtsHbF+wfcL2jS5s37F9yPYliyIYa5ZkjMUjV+oJAda10RaEgC0guI8ApNlN2EJ0TLrAPKkgwnQoMkAQZhYBu+Yf4EIg4GOgwXrv9F78LrfpgHpwcXOmfZ/APty94CA2ztyZ8D4c2RxNB9ZPcB9eOnAd4xpN0S5nzJUei2/MtBnRZe2RAYYYdQmiX1f2v+RvxG0IJB7DzDksIpmQGCAIMxAewkLdB3moO+BTkMF6nwyxIqB+kkLdjgyLAOxeeJCnWPw/GBEFvp48xdJ8UH29izybtdC32Ai9qZozj/0PJWoUga1gC2KAoQ6aCoStMDFdsAmC3HaOjb1CaQKCMDHfvX7aNnTLPRj/jlltIARYvnvg7B5Y+WQe2v7YjIRAEmCiie0ztu/YPmT7Uhe2r9k+Z/t+/R/buSBjLPzxPz0h0HJII5sSAraE4DEckOY0YQuULrAWKDJAEMmAFaexSvgtc3YnWAnP8uCN+9ZJdiU8YWRGxuLD2DA94RkZFZqUxqGVJ7TPZc6TAQuvz7S5lIytRAYYYtRViH6dTEwXDILE4wdzDotIItbTV5QgbEQEsDnwTAQE+4UYrE+bmYmAVlwEmNM4hwAXVawvA5tquO/fo1j/xzZ8eRsnCpgo0xUCgiBg5LLBNicEbA1BURqia08gbFnyNxK6CKJzHQhyKvC0FCQGCCIRsDz0tr/3YeufuxN0z2OWuo2YpS6JgBQXBS2HNuKCi1k5szSNMRdHmUKKmyfuInfx7HZl3mSNCB4/QIw8BqieJXMLKoiBPwFpt0MQSERbAkoTEMS3fPX/2outfyXsq99pbCs06JVyvvrE12GNjhb8sBy7Fx0yup71d2CtnlnLZ2trVWwPaYJYxKjrEP06srLC5G/ErR8kHiPNOSwikVBkgCCMwC78rLEOEwEJteFlkYAGPWuRCLAwEaEROLvj0leP5cr/beSpHZZmYMLAVkSBLSEoSkJ06w2ELkn+RkL/hehUD4KC7KJTGxIDBKFDsH8Iv2iw/gFhQZrqdF2YnS2LBNTvURNyBUUCrIH53y/XM3VqM7wJshXIgrVTt+qZDjFRt+q3TVzgsSgBEwXW3AraFhHch2nSBdGPk7kFtSZdkG4HBIEKb1MTEgMEwYrP/IKxdc4ebPvHuAjImNMXnca1Qb3u1UkEWBGnt13AkTWntMvZCmbhTZBYXQETbIf+O4F1v2/Va1TERMHqSZs1omBoY7Qe3gSeaTws9AnsC34B95oG8UsHXgeQLFRPIYb8BcFjtLmHR3wFqhkgHBpWgc4sbtk0QeYZEB/mXNd5XGvU614DMjlpZ2si8HMQ+hT9UetSKJEI+PPMFBSqkE/vddHKaD7LgEUK3j/7aNQOucWQhtzTgE1PtAZssWZAF3XwbCB0oQlbECCkWcdnKhCpA5kOEQ57IVk6dg265hqEdb9vMxACbH76iKWDsPz+X2jUuw4JAStk7rBlenbF7UY2NxACDCbi2DFkx5Id00y5M+itZ8eefQfYd2HpuLX8u0GYhuA+BJDlN2ELIsTAsRDFCDoUqQRFBgiHIuBTIDbP2oUd8/YjItSw4Q0TAV0mtEWdLtUglUktMkbi25zcfA6T2s/WLuconBXzL/+RqGmdLFLAUgtrp2zB2ycfDNY7uzmhxeCGaDuiGbx9vSxyOGw9MsAQlXcgfmmb/HQBw7UnJJ5jzTksIgFIDBAOgf/HQGyeuZO3yjXW9S5LvkzoMr4NaneuSiLABo5l36LDte2OJVIJ/j47BQXK5U3SdlTRKhxdexqrJ2/G28fvjYqC5gMboO3I5vBJn7qiwB7EAEMd/BcQOs/EdMEaCIqyZhwVYQxKghJ2jf+HAGycsZM3vDEmArLmz8QjAbU6ViERYCP8M+RfrRBgMNvnpAoBBov8sFoQJgCPrjvNIwWvH77TrmeRo40xArLZwPpoN6pFqosCW0dwHwgx8jAQ/cCkdAHS7oAgcTXz6AhdKDJA2CV+7/21IiAy3LBnerYCmdH157ao0aEypFJKB9gKJzaexeSOc7TLuYplx9yL08zi9aBSqXB8/VmsmbwZrx68NVjv5KLgXSfbj2qONBl9kJLYS2SAISrvxqQLopO/EdfukHhOMOewiHiQGCDsii/v/LFx+g7sXnQQURFKg/XZC2XhkYAa7SuRCLDBKA+bPRDbGIqlB+Ze+B35Suc26/swUXBi4zk+/fDV/TfGRUH/emg/ukWKiQJ7EgMMMWQuxJC/TdqGkGY1BEV5s42J0IfSBIRd8PmtHzb8sR17lxw2KgJYgRmLBFRrW5FEgA0iiiL+GrREr0Mkm/JpbiHAYJGi2p2qcsF4ctN5Hil4cfe1dj2LNG35cw92LTyIJv3qocNPLZE2U8pGCmwet/5ABEsX3E32JjTpgp0QJOQemRJQZICwaT6/+YINf+zAniWHoYw0FAE5i2RD11/aoVqbCpBIaCatrXJ07Sn83jXuzjJ3iRw8KpAaLpBqtRqnNp/nkYLnd14ZrJc7ydGkb110+KkF0mVJa5b3tLfIAENUPoD4pTUAw99ponHtAonnRHMOi4iBxABhk3x6/YV3q2Nd64yJAJZLZpGAqq1JBNhD6ofNHojtFskK/+ZdmoY8JXKm6jiYKDi99QK3NH5+27goaNynDo8UsAZWpmCPYoAhhiyAGBJX85EcBJ//IDhVMtuYCA2UJiBsio+vPmP979uwf9lRKKMMC5LYHWPXn9uhSstyFAmwk/TAnwMW6bWN7jKhTaoLAQaLLFVvW4kLzDPbLvJIwdObL7TrmShl/hUsVdWwdx10HNMS6bOlS/VxWjVufYGIQ0D07WRvQgwcB6TbBUFCfSXMCYkBwib4+PITd4ljIiBaaWhikqdkTnT7pR0qNS9LIsCOOLz6JM7vuqJdzlsqF28UZUmYKKjWpiKqtCrPuyUyUfDk+nPteiZSdy04gP1Lj6Bhr9oaUZDd16JjthYEQQZ4/QHxS8vkpwvUbyAGz4Dg9au5h+fQUJqAsGo+vPiEdVO34sCKY0ZFALs4xIoAQRAsMkYi5epB+hYbwVsQM2RyKXcZzFUsh9VFL87tvMzTB4+vPTNYz8bdoGdtLmJY10tHThPEIoYsghgyy6RtCD7LIThVMduYHB2KDBBWyfvnH2NEwHHuFBeffGVycxFQsWkZEgF2CLvAzum/SCsEGN0mtrc6IcBgIrRyi3JckJ7bdRmrf9uER1fjRAETsXsWH8KB5UdR/7ua6DSuNTLmTA+Hxq03EHkIUN40MV2wh9IFZoLEAGFVvHv6gXeXY13mjImA/GXzoPvEdijfuDSJADvm4H/HcXHvNb3j3mF0C1gzXBQ0L4dKzcriwp6rPFLw8PITPVGw998jXOBqREErZMql3zTJsdIF0yB+ZukCQ1OwRKF+BzH4dwheU8w9PIeE0gSEVfD2yXusnbIVh1adgFqlNlhfsHxePkWwfKNSJAIcYKZIn6LDERak6SQpV8iw4Op05CicDbYW3bi47xpW/boRDy7FiQI9O+Ru1dF5fBuDTor2niaIRQxdCjH4D5O2IfgsheBUzWxjclQoMkBYlDeP3/FIwOFVJ42KgEIV8/F0QNkGJUkEOADsAjq77wKtEGB0/7WDzQmB2EhBhcaluYC9tP86jxTcv/BIu55FvvYvP4aDK0+gLhMF41ojS95McChcewARBwFlXBQo+ekCT7MOzdEgMUBYhNeP3vHGMKyVrDERULhSfp4jLlOvOIkAB4L5Rlw+cEO7XLBCPrQb0Qy2DBMFTBCUa1gSlw/e4DUFd8891K5n3/+DK45zQVynazV0HtcGjoIgSGPSBc2Zt2PyNqL+EJMu+N3cw3MoKE1ApCqvHrzBmilbcGztaajVosH6IlUK8EhA6bokAhxx+iibPRAWHJMecJJj4bUZyF4wC+wt+nH18E2s/HUT7p417OYnkQgoXa+4niiy1zRBLGLocn5BNwXBexEE51pmG5OjQZEBIlV4ef8NjwQcW2dcBBSrVojXBJSqXZQiAQ4Iu0DO6rNAKwQYPSd1tDshEBspKFOvBBe8147c4umD26fva9ez34euEHAIXLvHpAviPCWSihj0M6Bg6QJqM50cKDJApCgv7r3mjV5Ya1h2wo9PseqF0H1ie5SoWYREgAOze9Eh/DVwsV6aaPbJ3xyiqRT7XVw/dpuLglsn7xl9Tem6xTDor17IUSgr7BUx+gXEzywlFJH8jTi3hMR7ujmH5TCQGCBSBNbQhYkA1grWmAhgF3+WDmD/Eo7Nu2cf0K/4CESEanLGCmc5Fl2fiaz5M8PRuHH8Dlb+uhE3T9w1GlGo0aEyuk5oY5MFlYlBDF0JMXiySdsQvBdAcK5jtjE5CiQGCLPy7PZLLgJY61djIqBkrSI8HVCiBokAQtP856d6v+H6sTva3TFwdg+0/qGJQ++e7XP3Yt6w5UbXMVFQvV1FdJnQFrmKZoc9IYpqiH7dAOWl5G9E4gsh3W4IEmornRRIDBBm4dmtF1g1aTNv9WqMUnWK8UgAqw0giFh2zj+Af4b8q11m34+Zx/7n8P0l4vsMJET1dpV4pMAanRmTixj9EuKX5oAYlvyNODeDxNs0u2NHg8QAYRJPbjznjVpYa1djsKpoJgKKVilIe5owcJvk6YEwTXrAyUWBRTdmOt5c+0SIgaFze+PM9ou4eviW0ddXa1OBd+vMXdw+RIEYtgZikGmNiATvuRCc65ttTPYOzSYgksXj68+4CGCtXI1Rpn4JLgKKVC5Ae5gwmh6Y0WueVggw+kzrSkIgAdhFvvmghrhz9gEvNLxyUH+2waktF/iDdVLs+nNb5C2Zy7a/dS6dgIgDQJTxSGNiEIMmAoqyECRpzDo0e4XEAJEkWFc2djJirVuNwYxVWE1A4Yr5ac8SCbJj7n69yvniNQqj+eAGtMe+ARPX0/ZPwN1zD7gYZ86GujBxzh5VWpbjkQLW1dMWEQQJ4DkV4pdmrKoweRtRf4EY9BsE7z/NPTy7hNIERKJ4eOUJFwG6veV1Kd+4FD/5FKqQj/Yo8U0L6v4lRiIyXNOgxtnNCYtvzDLw53dkEtub4N6FR/x3eWmfcTtf1kmRRQryl8kDW0QMWw8x6Nu1E19D8P4LgnMjs43JXqHIAPFVHlx+wu1Tz+82LgIqNCnNTzYFy5MIIL6NSqXCjJ7ztEKA0fePbiQEkgkT31P3jMP9i494pIB1S9Tl3M7L/MFafbOIXYGyNiYKXDoAEfuBqLPJ3oQY+D9AXh6CNK1Zh2ZvkBggjMJOLuyOQ7eNrC4Vm5XhkQCbO7kQFmX73/tw50ycBW/J2kXRdEA9i47JHmBifPKusRrxPskwgsfEPHsw8c5qeQqUywtbgE2jhNdUiJ+bJD9dIPpDDPof4P03GZt9BUoTEHrcPf+QRwLi5yJjqdyC5SLbIl/p3LTniCT3pRhQahSiIpR82cXdGYtvzkLGnOlpT8bD1BbGLK3HIgUsKmCMco1KcVFgK2k9MWwjxKAJJm1D8JoDwcWx/Su+BkUGCA4rSGKRgIQ80W29IImwfHpgZq/5WiHA6D+zOwmBFILVCPy2/Sde8MsiBWe26xf8shoD9ijbQDPrp3AlK5/149IuZnbBqWRvgk9VVLB0ga9Zh2YvkBhwcG6fuc9FwNVDN42ur9qazV9uizwlcqb62Aj7YeucPXpte5n/ROO+dS06JkeAiff/bR3NpwKvmbzFwA+EiX/2sPapwJp0wZSYdEFw8jYiBmimG3rPo3SBEUgMOCi3Tt3jIoB1TTNGtbYV0XVCW7sxMSEs26xq+c/rtcuuHi4YsWQAnZBTEeY7MHHzSDy9+YJHCpgngS7Mt4A9WEMkbhJmhe2SBWlGwGM8xKAxyd9I5GEgYjfgwhoiEbqQGHAwbp68y0XA9aO3japvjQiwL3tTwnKoolWY2XMelJFx6YEBs79D+uwUqrUETNz/smkktw9fPXkLtw/X7SHCHA7ZgxV2MlFQvHphWBUurYDI/UDk8WRvgnkPQFEBgpRqVXQhMeBA3dCYCGD/Gu2G1r4Sb3ySs4h9dkMjLMOmmTtx/+JjPVOqhr1q0+GwMEzs/7zhxwS7i7KbBfawtsZiPF3gOSkmXRCUvI2IgRrvAtbdkG2P4NBsAjuG/bhjRUBCLVFrdqyMLuPttyUqYTnYhWZQmdFQRkXzZTcvVyy5NRu+WWm+d0rPJkgqL+6+4pGCExvOGu02yhwiY1uOW8MFVAzfDjFwtEnbELz+gMAiDQSHxIAdwn7M147e5lMEWW1AfCQSJgKqoDMTAYWyWmSMhH0TrYzGsMrj8ejKU+1zI5cNQoMetSw6LlshtcWAbn3H2ilbcHz9GajVhqKAdZXsNrEdStYqalFRwM5xYsAgIPJI8jcieGpaHbNaBILEgN2JgCO3sPLXjXrGLroioFbnqjwSkK1AFouMkXAM1kzZghU6RYPM7GbSzjFWcVdpC1hKDOh6QrBjeGztaaOioGjVgjxSwFqTW+qYiqpPMemCgORvxKkGBO/F9L2kyID9iIArh27ydMDds8ZFQJ2u1dF5XGtkzZ/ZImMkHAdWsT643E+IVqr4sru3G5bcno10mal7nK2IgVheP3zLRcHRNaeMioLClQtwUVCmXnGLXFDF8F0QA0eYtA3B83cIrm3g6FCawMZFwOUD17kIuHf+kcF6iVSCOl2rofO4Nsiaj3rEE6mTHhhacRw3u4nlp5VDUbdrddr9NigGYnn96B3WTt2CI6tPQa1SG6wvVDEfuk1sj7L1S6SqKNCkC4YAkYeSvxHBHUK6PRCkjn2OlFh6AETyfgAX913jOdlxjacaCAEmAlhudvn9vzB6+RASAkSqse73bXpCgNlX1+lSjY6AjcNuJti5ZNm9P/m5hZ1jdGHnoHGNpvBzEjs3GStCTAmY8BA8f2WtCZO/ETEEYuCEVBuztUKRAVsTAXuv8kjAg0tPDNZLZVLU616DpwOoHSyR2jCXuyHlx3JvAYZHGnf8e3s20mT0oYNh45GB+Lx98h7rpm7FwZUnjEYKCpbPy51LyzcunSqRAjF8L8TAH0zahuA5GYJrezgqJAZsRASwjmOs8cjDy8ZFQP3vaqLTuFbIlIt6whOpjzJKyYUAqxeIZeya71G7U1U6HHYoBmJ59+wD1k3dhoP/HdeKQF3yl83DawpYAWlKiwJ1wPdAxL7kb0Bwi5ld4JjF1ZQmsHIRcHbnJV6M9UuLPwyEgEwuRZO+dbHi4d/4cckAEgKExWC+97pCgPW0qNWxCh0RO4fdfLBzDzsHsXMRuzHRhZ2zfm4+DYPLj+HnspQMxQueEwGJCUWqYijEwHEOmy6gyIC1ioAdl3gkQDf/qisCmItbxzGtkCEH2boSluXR1acYUmGsNlzslc4DS27PgU96Lzo0dh4ZiM+HF5943ciB5Ue1s0niN05i6QNWS5ISkQIx4gDEgKEmbUPw/BWCayc4GiQGrAi1Ws1bjbJGIk9vxN1lxSJXyGJEQEvydiesgqhIJY9cPb/9SvvchPXDUaN9ZYuOy9axVTEQy8eXn7B+2nbsX3ZU60CpS+4SOXj6gIkCicS8AWp1wHAgYk/yNyC4Qki7C4LMsVxZKU1gJSLg1JbzGFh6NH5rO9NACDAR0HxQA/z3eC6Gze9LQoCwGpjLpa4QqN6uEgkBgp+j2LlqxaN/0GxgA34O04Wd435tM5Of89i5j50DzYXg+QsgSZf8DYhhEIPGQxTNNyZbgCIDFhcBF3gkQPeEGovcSY7Gfeqgw08tyc+dsDoeXHqMYZXGac1ovH09ubmQty+lBxw9MhCfT6+/YMMf27H33yN6HSxjyVUsO2+UVq1NBbNECsSIQxADBpu0DcHjFwhuXeEokBiwACqVircOZUVXrJmLMRHQpF9dLgLItY2wRqIiojCwzGi8vPdG+9wvm0agWpuKFh2XvWBvYiCWz2+YKNiBPUsOGxUFrGsqqylgrdRNFQXqgJFAxM7kb0BwiUkXZNcUFareANEPNfbHYlTMaxSaokVZAUCS0aZtjUkMpLIIOLnpPI8E6J5EY1E4y9G0f320H90CaTPR3GzCevl3zGpsmL5Du1yrUxWMW2PaPG/C/sVALJ/f+mHj9B3Ys/gQoiIMRUGOwll5pKB6u4qQSvVnKCQWUR2g6V2g/pT8gUqyAPJCgPIuIAYzj02ABcJiL/oslcD/LwMk3oCsCARFCcC5oc1NUSQxkEoigLUGZS1CX903FAFOLgo07V+PiwAyaCGsnbvnH2J41Qna9IBPBi/8e3sOPNN6WHpodoO9i4FYvrzzx6YZO7B70SFEhsfcbeuQvVAWLgpqtK+ULFEgRhyFGDDAxFHKAcFJc8FnDyFexILXFkTHCAVVjDiQA05VIbi0BRQVIQjJEzSpCYmBFISZcBxbf4a3BH314K1REcCKa9qPag6fDCbYaRJEKhEZHsmLvnS/z79uG82rwgnz4ShiIBa/9/7YOGMndi88aFQUZCuYhXdbrdmxcpJFgTrgJyBim2kDlDD/Av0iyAThPgWRMQJBAKS5IHiOh6AoA2uGxEAKiYCj607zmoA3j94ZrHd2deKzA9qObE5zsQmbYtHIldg8e5d2mTXCGrNymEXHZI84mhiIxf9DADbN3IldCw4iIoxdUPXJmj8TOo9vw50t4xscJYSoDoL4uTGg/mjCyOSaNAC7uCcFUQmIkQCLDLh0huA+EILEFdYIiQEzi4Aja07xlp9vH783WO/sxkRAQ7Qb2Ywqrgmb487ZBxhe7WetQ1uaTD5YcmsWPNNQesDcOKoYiMX/YyA2z9qFnfP3IyLUUBRkyZeJRwpqd06cKBAjj0P072faoAR37kGQZPjvJQIQowFZTghekyHIi8HaIDFgprath1efwrqpW/D2yQeD9S7uzmgxuCHajmgGr3Se5nhLgkhV2F3agFKj9CJdk3aOQcWm1h36tFUcXQzEEvBJIwp2zDMuCjLnzcgbs7EW2d8SBerAcUD45tRLF8SH1ROIYYDEDYLXTAhO1mXMRaZDJooA5rDVq9APmNV7voEQYCKg09hWWPV0Hnr/3oWEAGGzLB+/Tk8I1PuuBgkBIsVhnhV9pnXF6mfzuf06O6fqwiKwM3vNR8+C3/NzMTsnJ4TgMZZP/zMJdRC7qifvb1mqgEUX1KEQA4ZDjDwDa4IiA8mAfeEO/ncC637fivfPDPNQrh4uaDm0EdoMb0oV1oTNc+vUPYyoOVGbHkib2YfPHnD3drP00OwWigwYJ+hLMLbM2Y3t/+xDWHC4wfqMudLzSAFr5S6TG97Bi5GnIPr3Nu3gCG6aR3JhvyMxFJC4QvCeD0FREtYAiYEktmk9uOI4b8TBGnLEx9XTBa2GNUbrH5pQHpWwC8JDIzCg5Ei9qNeUPeNQvlEpi47L3iEx8HWC/IKxdc4ebPtnL8KCjIiCnL7oNLY1j2DJFXLt86LqPcTPDTXhekulC7SCIASQZoKQdiMEieXTx5QmSKQIYPNge+Qfhj8HLDYQAm5errzpBgtl9fitIwkBwm5YNnatnhBgjbJICBCWhhWt9pjUkZ9zmWMhOwfr8v75J8zpv4ifs9m5m53DWWRLDP49pqBPsFy6gMG8CFgxovodxOA5sAbsIjLATH3ePfnA+6kHfAziB521UWV+16zq1Fi4KLEd2Q4sO4p107bh06svButZmLT1903Q6vvGFDIl7I4bx+9gZO3/aZd9s6blswfcvCg9kNJQZCBphASEYttfe7Hlz90IDTS86/fNlhYj5mVDybKbIDALYQazFbZkuoAhRjBlAcH7bwhOVWFJTIhzWIel5eGVJ7B/xTEEfAjkufxYP2vmjiaVSeCRxh31u9dE/R41kTFn+kT7ru9bepQ31mANNoyJAFYP0GpYIzoxEnZJeEg4Zvaap/fcj/8OpO87YZWwc3K3ie34jdm2v/di6597uECIJSLkAzJnPIXIUDUgkcHJ1QkCXNg3PflvKrLtOwGCKZdRJ54uEIMmA+m2QxD0CyRTE5mtdvvbv+wY/pu4AWFBYTzkwpr7uDorIEg04R9RLfJ5/0Gfg7Fp1k7sWngAnca0RvPBDRKMFDARwLpqMRHw+Y2fwXoPHyYCmqHl0IZ0UiTsmiWjV/NQayxN+tZF2folLDomgkiUKPilHVp/3xjb/9mPLXN2Idg/FLVaBsDTR4WwEAGiGIbwkAg+M8HJORKCYEKrYjEIEHySn3bg1sWadAEiDgMuTWEpbE4MsAv2rD4LcHbHJX4AXNxdtAJAF/acTCHjD5Y2YHNUl/+8DleP3MTYNd/DzdNVz2J175Ij2DB9O7689TfYFosutP2xGVoMaaj3dwRhj1w9cgu7Fh7ULmfI4Yt+M7tbdEwEkRRYKqvLhDZoOawRds7biwqVJvNaAVGMiRyr1DydEB4ihYsr4OSq1vYeShqsH0GYaekCNuVQDYjhGwHnJhbrfGhTYoClAWb0nIfzu6/wSAB7JAa2c5kKjI6K5nnQyR3m4H9bR/J1exYdxoYZO+D3zlAEsMYr7UY0Q/PBDfl0QYKwd0KDwrhnRvz0AH3/CVuE3bx1/DET1P7spo/dOEZDVMdFAtQqEaHBEoSHSeDsquaPJF+LzZEuYI2QlLeB6LuAvAgsgXWLgacrgPM9tYsSUYIB1ZxQKX1mbDxYAf5BiRMDDCeFEu3q30SerB+QN/smOG2bgPnrq2PbbsM6AlZ82HZEc7QY3IBHHgjCUVgyahU+vvysXW42oD5K17E+61SCSCxi+DYexHd2c4eTK4sSRyA8JDKeKADCgiUQXwbA/d0HiB5OEMtlT166ICISwsNngF+AZsKBjxfE/LkA16/VA7BrWRTE8B0QSAx8hWK/wS/EGxt+34A82T6gTsUnKJznE0bOagNldOL0jKdbBNrWu4qPX9zw5IUXShb+ZFB16u3riXYjm6PZwPokAgiH4/LBG9iz5LDeXO2+07tadEwEYQp8slzUZW3bYU2U2AXObs48dcxqB3RFgVNAEFRyOaTBkQj/Eg0nH5lBx+KvpgtUzhCusjt8FcScWXlNgPDyLYQrtyBWKAnoeB7owcIRbBhRLP1tGaw7MhBL5kbYOPUO9h7LCRePQgiLdEPL2jdQpvALnL+Z59t/L4p4906CDkObwc/fCflz+WHepKPa1d7pvdB+VAs0HVAPLm6Wq+YkCEsRGhiK2X0X6D03ctlgEsWEbaN6A4jBBpe62NQxax4XKwqEiAjIw8MRmDULPN69h/g2GP4qX7i4qeHsov62KGDpgtdfIIRFQF2uOOClaeAlpvOBcP4aFwVi3hwJ/z1LM6heQ1SHQJC4I7WR2YoL2rH1pyGRSvhBvP+M+UvfQMa07CB/hZjCQfb3bHYBz+voIgjcsKLDTy15W2GCcFQWjlip56XRckgjlKhpmdwlQZiN6Aeau/b4534jokD1wA9qqQRRHh6IDA2FU2AQwnx9efogPFSSKFEgfPwC0dNdKwQ4bq6Ajzfw4TPwNTHAL8eRQPRDQFEaqY1NOBC+uPsaYcER2oJB3zQaERASHmMeEQ8+eyAkgrfBZP7VGiGgQ8zsA5lcipxFspEQIByai/uu8SYvsWTOkwG9fu9s0TERhPnEgESbJkgIgU1PZzn+9Gng6ikiytsLsqgoyMI1PgSiWlNT4P9ZxoUBWza8kPuwixLAxEB8vNwhhEcA0Qk3UgJY10V1zJhTH5uIDHx8/Jjn/D28VciX4xPP/Ucppbh6z7DAg00TDAsM1zZViX/AnVwVcNUpCjy/5wpvvEIQjggTy9O/m6v3G2G9NZ5ce2bRcTk6zE31a8tE4siY7gG8PFVQq5VffZ0QHApFWDiUebJDplBAlkkN9WsZnIMCEeISd72IFQXhIRK4uKt5tEDjROgKREVDUItQKwxvUkWFQuNEEBkFyGQJ1w2IUoiqT6aaJduvGKie5mdUnxW3/NHPHXPX1YJfoKECkwjMVMK4w3Ks3wA3KmKiMSoah1ed5A+CIDS/kblDl9GusDL+GbLU0kOwSX6Y+Qq1WkYiNOhrd+SA2/sPkEmlCIwWgC/stTK4eXjCOSAQIekzxJgDxcEuMdFKFnHwAoSYosDYQkQjvjeIccbVviZB2LUrEpbAJsTAieddcXj7O3inEVCr3AMUyvUeymgWUjFEzl0IwwxTAwRBEIRDIZUm4joginAKCkKUmxskyrgIgtLVBa5+fpCHhkLpbnjjqVbL9L0FtBd8I++pFQqJyMwb5iBSBZuoGQhGIdx4kAkXb+XC9OX18eqDD4Z1Psq9A4yRWDMigiAIwn5RRkogil8PurOLvTQ6Gs5BQUj7+In24fX6DV/vHMg6FBrCIsuqaJ0Lt1wGUSJAiIoyeK32OSfjdW76L07Eaxw1MpApTwaoVXc0d/sSCdbtLYeJA/egYZU72HGspMHrmVva12YHuHlFagsI2/7YFFValk/R8ROEtbF68hZcOXhDu1yzQ2W0GNzQomMi9GsEdFMDQ+f2Ru7iX6tEJ4yRPu0KKFz2QeaUsHmc7MsniHIZovPm1KbKlFHRiI5S8YiBIjhYc2cf766eeRVIZToRapZKcHcDgkIM3yQwBKKLc8L1AjoIQupPK7QZMZC9YBbeXIgdIIWzHHefZsajl75oXO029p4qamA8xKYgskdCSOWaAyiRSVGjfWUULJ8vxT8DQVgLrK+HrhDIViAzRi4bBCcXml5rrTAhULRqIUsPw+YQwypADNoPqZSF9I1ECFQqCJ/9gQxpIWTy5X4DkaGREJ0VgDOglkl5xMApOASRXp561xBXT0OBIaZPC8njFxCDggHPmOmFoWGAfwCQPcs3BsuiDGpAlheWwCbSBL5Z06FQxfyIjopLC+w6XhzeHuGoUfZhorfToPIdtK5zldcdMKpX+oz8LuuB25OBqMAUGTtBWBNBX4Lx54BF2mWJRMDI5YNJCBD2ibyAphEQ9xowwic/CCoVItzc4P8hkE9J1y1Aj3ZxgVoqhVOQzvVBEHh3RKMNhbJm5BEA4fo94PlrgLkPXr0DKBQQc3xDDPAxyjRjtgA2ERlgNOlXF3fO3OfRAblChou3c+H9Z080q3ELRy4U1Haj+hpNa9xE+jRxIZxS+R4Ct37RLOTsCii8UvIjEITFmTtsKT/pxcLstwtXzG/RMRFEisHvsuUxF1r9WjLWuRCv3/OLeohUoZkioANLAbh4OEPp5QmFnz+E6GiIMhk3KWKRauPvJ4NYpijvTSA8e62ZHRDbmyAhK2It0YDEC5BkgiWwbjGQu4fmAaByCzVK1SmGq4dvQsbyNBIB3//RIUmbG/p7J676woPDkb9sHvxx8OeEDypB2BmntpzHsXVntMs5CmdF9/+1t+iYCCIlEQQniEwQsI6AQpwIYOmAiLBIIHMWILP+37AUAOtf4OQiR2R4FIIyZgTYg9eZacTAV3F2gli8YDJGqwJkxSzWwtgm0gQMiUSCwX/1hJevJ8JDjLgKJoJYIeDq6Yph8/qQECAchoBPgfh70BLtMqupGbV8MBQsN0oQdozg3Ij/q1ZF8+Z0zJmWdS40iATIpXD3cecN65xcFJr2xrrN7AQBbt6uKXOxFlUxY20AS2FTt8Xps/vil00j8FvbWQj8HASFixPcmF+009fdpYJCnBGtFBEZFgkXDxeMW/M9chTOlmrjJghLwyrTAz7FTZHqMLoFCpSzTKESQaQmn/0qwSVSgFodgMgww/tfXgzo4cKL07XhA4gICQzV3nSyugJXNyfI2KwC5iIYHyYQvpkG+BoRgCQN4FwHlsKmxAAjf5k8mLpvPP4auBgPLz9Bmzo30bnZra/+Te/xLfEx0I2HRX9Y2B95S+VKtfEShKU5sfEsTm46p13OWTQbuv7SzqJjIoiU5uOrz1j/+zbed6PvLy6o3z4ixuFP+IoI0BAZFgVlRNxNJvMcYH4ECSGy1EDVskgWLEIhqiG4tIYgWK5rrs2Jgdiphizfv3vRIZxbJ8e9P9PzY6lWi9yOmKEWRV4pzZWdUwZ0/bkRWg1rRGFRwqHw/xCAvwf/a5geIGMuwk758OIT1v2+DQeWH0W0UhN+P7ghDeq08YfCSYRKLUtQBMTWFITGWNZz2DWlYC5+fUmQr0xl/zYRGqMh55awJDYpBmILOVib1ab96+Hq4Vu4e+4BHl19hk/v/PhUTZ+MXshTOjf3ECjbsCSd/AiHg9XI/DVoCZ9OGEunsa14dI0g7I33zz/ySMCBFce0IiCWx7dccf1sNlSq/x5SmXvMdENjiHrpAYarhzOkOs3tzF8rEA249oQgs2zq2mbFgK4oKN+oFH8QBBHHsfVncGbbRT3jmi4T2tAuIuyKd88+YN3UbTj433GoovVFACNfmdzoPrE9yjfKDfh1AFQfADBBYBgViIiXHpApZHD+1uyB5MLTA+GALDcE9/6wNDYvBgiCMMTvvT/mDl2qN2d61IrBkJtU5EQQ1sO7px+wdsoWHFp10qgIKFAuD7r90g7lG5fWzgAQPcdBDPgxpjOg/kVepVJpO9rqmQulWENhlh6QQfCcCEFIochDEiAxQBD2mB4YuATBfnEGWywikLckFc4Sts/bJ++xdspWHFp1QmMcFI+CFfJxEVCuYUmDaYCCU02ILDcfvkUzs17bFEhEaIB+t1tWV6DXe8CciEyMqCC49YWgMOyvYwlIDBCEnXFkzSnefyAWNnuG1QoQhC3z5vE7rJmyBUdWnzIqAgpVzIduE9ujbP0SX/UCEDzHQhT9gYhjMU8oNOmByPjpAacUFAJKwLkF4DYQ1gKJAYKwIz6/9cO8Ycu0y6wzJ5s9QE6bhK3y+uFbLgKOrjlltKK/cOUCPBJQpl7xRBkCCYIc8PodovgTEHkcKrUKYYERKZ8e4CZHsUKgGQTPCRAE6/H9IzFAEHaUHviz/yKEBMTNh2Z+AtT6lrBFXj14w0XAsbWnjYqAolULchHAbOqT6grI5/N7z4AY+CuU/tvg7KZGRKgAURR4N0KzpwdYR0IxVDOLwaUbBI/hEBKc0WAZSAwQhJ1waOUJXNhzVa+KuuNPlp27TBBJ5eX9N1gzeTOOrz9jVAQUq1YI3Sa2Q8laRU2yBhYEBXatrYYbBy6i94S38EqjglolgYubk/mjAaISkGbQRAOcqsMaITFAEHbAp9dfMP+H5dpl1tlz9IohKVcARRBm5sXdV1g9eQtObDir10Y4luI1CvNIQImaRczSH4DNRlgyejUiwrxx67wbBkx6j+rNIgB1CMBSCXAyOv0waSkB1i1RAri0gOAxAgLrSmilkBggCBuHnTjn9Fuo11SFdSPMWYT6bxDWz/M7r3gk4MTGc0ZFALv4x4oAc6FWqzGz93xN50Lm1PlJjqDIXyBN4wkxbCMQdRZAKCAyMcCEgQz4Vn6fpQLYxV+MijE2VABO9SC4toegKAdrh8QAQdg4zHv90v7r2uWC5fOi3cjmFh0TQXyLZ7dfYvWkzTi1+bxREVCydlEuAopXL2z2nblz3gHcPHFXL+rQfHBDCBIJBKeqEKNfQgzfDkTsANQBMaF+SYxjYHxRIMZEENhnkAHSjBBcWmmiAVJN62NbgMQAQdgwH19+wsIR/2mX5U5yjFw+mNIDhNXy9OYLrJ60Cae2XDC6vnTdYlwEFK1aKMWmKP47ZrV22dnNCSOXDoJEEneRF2TZIXgMg+g+BFC9BaIf8IeovAuo/QGRzT4QmHEBIPWFICsIyAoA8oKAJGPKtDlOYUgMEISNwu6mZvVdiLCgcO1zPSd1RI5CWS06LoIwxpMbz3kk4PTWBERAveIaEVClYIrtQOYyOKPnPESGx7Uh7vtHN2TKncHo6/nUP1lWzQN1UsyL0BogMUAQNsreJYdx9dBN7XLhSvnRengTi46JIOLz+NozHgk4sz3OCEuXsg1KcBFQuFKBFN952//ehztnHuilIpoOqJfi72sLkBggCBvt0LZo5ErtMmvHOnLZIEilNHuAsA4eXX3KIwG6bpi6lGtUCl1/bovCFfOnmnnRsvFrtcsu7s4Y8e9AvfSAI0NigCBsDFYJPavPAoSHxLmm9ZrSGdkKZLHouAiC8fDKE6z6bRPO77pidIeUb1yKRwJYe/nUIjY9EKXTkbD/zO7ImDN9qo3B2iExQBA2xp5Fh3D96G09J7aWwxpZdEwE8eDSYy4CdI2vdKnYtAyPBBQolzfVd9bWOXtw99xDvfqExn3rpvo4rBkSAwRhQzCjlMWjV2mXnVwUlB4gLMr9i4+4CLi495rR9ZWal+UiIH+ZPLAEL+69xvKf1+t1IxyxZIBNVvynJCQGCMJG0BqlhGqMUhi9f++CLHkzWXRchGNy9/xDrP5tk57HhS6VW5TjIiBf6dywFKpoFWb2nKfXkXDA7O+QPruvxcZkrZAYIAgbIb5RSrHqhdBiSEOLjolwPO6cfcAjAVcO3jC6vkqr8lwE5C2ZC5Zm06xduH/xsXa5XMOSaNirtkXHZK2QGCAIG4AZpSwdu0bPKGXUssFUCU2kGrfP3OciQHc6qy7V2lRAlwltkadETquxOV45cYN22c3LFcMXU3ogIUgMEIQtpAd6xfmof8sohSDMya1T97gIuHbkltH11dpWRNcJba2qVTZLD7DZA8oo1ihIw8A5PeCbNa1Fx2XNkBggCCuHGaXcPn1fu1yyVhEySiFSnBsn7vCagOvH7hisY8V31dtV5JGAXEWzW93R2DB9Bx5efqJdrtCkNOp/V9OiY7J2SAwQhBXDjFKWjlujb5QSz0edIMzJjeN3eCSA/WtMBNToUBldxrex2q6Yz269wKpfN2qX3b3d8MOi/jR74BuQGCAIK4UbpfSar2eU0m8GGaUQKdPn4vqx21wE3Dp5z6gIqNlRIwJyFLZOEcCIVkZjeo95iFay7oIaBv/dC+kyp7HouGwBEgMEYaVs/XMv7p59oNfNrUk/MkohzCsCrh29ze+kdVNRsUgkAmp1qorO49sge0Hrd7hc9/s23gtB1+OgTpdqFh2TrUBigCCskJf332D5hHX6Rin/DqRQJ2E2EXD18E0eCdBt3KMrAmp3qYbO41rbjM314+vPsGbyFu2yRxp3/LCwH/1mEgmJAYKwMngldI+5ekYp/WeRUQphHhFw+eANXhioa8+rKwLqdK3ORUDW/JltZpcro5R89gD77cQy5J/eSJPRx6LjsiVIDBCElRHfKIW1eG3Um4xSCBNFwIHrWPnrJty/8MhgvUQqQd1uGhFgi46Wa6dsxdMbL7TLVVtXQK2OVSw6JluDxABBWBEv7hoapfy4hNIDRPJFwMV913gkQFdg6oqA+t1roNO41sicJ6PNtkpeO3WrdtkzrQeGzetD6YEkQmKAIKwEFuJkldBklEKYQwSw7oGrJ23Cg0tx8+1jkcqkqNe9Bo8E2LJ5VVSkEtN7zIVapdY+x4SATwZvi47LFiExQBBWAhmlEOYQAed3X+GFgY+uPDUqAhr0qImOY1shUy7bFQGxrJm0Gc9vv9IuV29XCTXaV7bomGwVEgMEYa1GKVQJTSRBBJzbeZlHAh5djZtaF4tMLkWDnrXRaWwrZMhhHx37Hlx6jPV/bNcue/t6Yujc3hYdky1DYoAgrMAohVVC6xqlDPqrJ9JlIR914tt9K87uuITVkzbjyfXnRkUA69LHRIA9te2Niojivxm99MD8vvD29bLouGwZEgMEYWHWT9uudzfHjFLqdq1u0TER1i8Czmy/xAsDn96Mq6KPRa6QoWHvOug4piXSZ0sHe2Pl/zbixd3X2uWaHaugWpuKFh2TrUNigCAsbJTC7upi8fBxw/cLyCiFSFgEnN56gX9nnt16aVQENOrDREAru+3Qd+/CI2yauVO77JPBC0P/ofSAqZAYIAgrM0pJm4mMUgh91GoRJzaexerJ+gVzscid5GjSty46/NTCrtNLkeGRmvSAWtQ+98PC/nw6IWEaJAYIwkqMUqq0Ks994AkiPmz63IfnnwyeVzjL0aRfPbQf3cIhmvH898sGvLr/Rrtcp2s1VG5RzqJjshdIDBCEhYxSWFOVWNidzffz+5JRCsFR6RTGMeILASYCmvavz0WAo0SS7px9gM2zd2uX02T0xqA/e1p0TPYEiQGCsIBRSvz0ABmlELFtq4+vP4tl49ca3SFOLgo0HVAf7Uc1dyjf/YgwTXqATaGM5YdF/eGZhtID5oLEAEFYwChFt/irWtuKZJTi4DBheGz9GayZvBmvH74zWK9wkqPFkIZoN7K5Q7rrrZiwDm8exe2Xet/VQKVmZS06JnuDxABBpCIPLj8xMEphUQHCcUXA0bWnsWbKFr2LXXwmbPzRYS9+t07dw9a/9mqX02b2waA5lB4wNyQGCCI10wPxfdTJKMVhRcDh1Sd5g523j98brGc1AVERSr0pp45IeGgEZvbSTw+wxl3MoZMwLyQGCCKVWEVGKQ4Pc5s8vPoU1k7ZgndPPxjsDxd3Z7QY0ghFKhfAz82nOfz+WjZ2Ld4+idtPDXvWQvlGpRx+v6QEJAYIIpWMUjbO2KFd9k7vhSF/96J970Ai4NDKEzwS8P7ZR4P1rh4uvCag7Y/N+MyS26fvwdG5ceIOts/dp11mJkoDZn9n0THZMyQGCMICRinfL+gLr3SetO8dwFjq0H8nsO73rXhvxCeAiYBWwxqj9fAmVBmvQ3hIOGb2mq+3r378dyDcvCg9kFKQGCCI1DZK6VINVVtVoP1u5yLg4Irj3EviwwsjIsDTBa2/b4LWPzSBh4+7RcZozSz5aY1eBIW5K5atX8KiY7J3SAwQRGobpfxFldD2XCR6YPkxrJ+2DR9ffjZY7+blykVAq+8bkwhIgKtHbmHXggPa5fTZ06HvjG4pd9AIDokBgkghyCjFsUTA/qVHsf6Pbfj06ovBelb9zqIALCVAlfAJExYcjtl9Fug9N4KlBzxdU+CoEbqQGCCI1DJK6U5GKfZGVEQU9jERMG0bPr/xM1jPpgS2/qEpWg1rRPnuRLB41Cq9tEqzAfVRum5x8x40wigkBggilYxSBs7pQfvajkTA3iVHeCTgy1t/g/UeadzRZnhTtBzaiO5qE8nlgzewZ/Eh7XLGnL7oO72r+Q4a8VVIDBBEShil9J6vZ5QyfPEAyhHbycyQPYsPY8P0HfB7ZygC2LRANj2QTRNkMwWIxBEaGIrZffXTAyOXDYaLO+3D1ILEAEGYmWXj1uq5yjGjlAqNS9N+tnURsIiJgO3wex9gVAS0G9EMzQeTCEgOC0es1Ku1aDG4IUrULGLSMSOSBokBgjC3Uco/ZJRiT0Wguxce5IZR/h8CDdZ7pfNAu5Et0HxQfbqLTSaX9l/D/mVHtcuZcmdA72ldkn/QiGRBYoAgUtAoZfiSAVQ4ZqOpnt0LDmLjzJ0I+GgoApiDZPuRzdF0YH24uDlbZIz2QEgASw8s1C4LgoBRywfTPrUAJAYIIoWMUhr3qYNyDUrS/rUxEbBr/gFsYiLgU5BxETCqBZoOqEcXLDOw4McVerMw2NTLYtUKmWPTRBIhMUAQZuDaUUOjlH4zu9O+taGozo55B7B51k4Efg42WM/MopgIaNK/HpxdnSwyRnvjwp4r3KUxliz5MqHnlE4WHZMjQ2KAIMxglDKrNxml2Oqx2zF3PzbP3oWgL0ZEQCYfdBjdAk361YWTC4kAcxHsH4LZ/RbppQdGLhtEQsuCkBggCDMbpTTtX4+MUqyc0KAwrQgI9gsxWM98ITqMbonGfeuQCEgB5v+wXG9qJvNkKFqlYEq8FZFISAwQhAlcOWTMKIV81K1ZBGz/ex+2zNmFYP9Qg/XpsqRBh59a8noPhbPCImO0d87uuITDq05ql7MVyIwekzpYdEwEiQGCMOnCMiu+j/rSQWQ2Y6WmNtv+3oetf+42KgJ8s6ZFxzGt0LBXLRIBKQhLxfw5IC49IJEIGLl8MEVfrACKDBBEMllkxCilZK2itD+tbOratr/2Yutfe/j/4+ObLS06jWmFBr1qQ+Ekt8gYHYm5w5bq+TW0HdEchSvmt+iYCA0kBggimUYp+5Ye0S6TUYr1Faht/XMPtv29F6GBYQbr2WyPTmNbo36PmiQCUolTWy/g2Loz2uXshbLgu1/bp9bbE9+AxABBmGiUwmCV0GQ+Y3mC/IK1IiAsKNxgfYYcvug8rjXqfVcDcgVFAlKLgE+B+HvgYu2yRCrB6BVDKCVjRZAYIAgzGKUUr16Y9qOFc9Fb5uzmVtBsumB8WGFnp3FtUK97dRIBFmDu0KV6Jk7Ms6FAubyWGAqRACQGCMIEo5TMeTOi19TOtA8tRODnIGyevRs75u5DeEiEwXqWvmGRgLrdqkMmp9OdJTix6RxObDynXc5ZJBu6TWxnkbEQCUO/DoIwwSiF+aiTI52FRMCsXdgxb79REZA5TwZ0Ht8GdbpUIxFgQfw/BuKfwUv00gOjVgymOg0rhMQAQSTTKKX1D03IKMUCuedNM3dh5/z9iAiNNFjPIjVdYkSAVCZN7eEROoiiyIWArr1zp7GtkL9MHtpPVgiJAYJIBGd36hulZM2fCT0nd6R9l4p3mJtm7MCuBQd5W+H4sOPBIgG1O1UlEWAlHN9wFqe2XNAu5y6eA10mtLHomIiEITFAEIkoTvtrgE4ltETAqBVDyCglFfD/EICNM3Zi90LjIoC513WZ0BY1O1aGVEqRAGvB770//hnyr3aZRWlYeoBmcFgvJAYI4hvM+34Z/N4HaJfJKCV1LiYbp+/A7kWHEBkeZbA+W8Es6DqhDWp0IBFgjemBvwYu0ev5wFI3eUvmsui4iK9DYoAgvmGUcnTtae0yGaWkLF/e+WPDH9t5v4eoCKXB+hyFs/JIQPV2FSkSYKWw3wvrPxBLnpI50WlcK4uOifg2JAYI4isV638PWqKfHlg+mIxSUoDPb/24CNi75LBREcCmo3X9uS2qta0IiURC31krPo7zhi3VLsvkUm4uRNM6rR8SAwTxNaOUj3E+6u1Ht0TB8vlof5mRz2++YP207dj77xEoI42IgKJMBLRDtTYVSATYQnpgwGK9RlDs2LHCQcL6ITFAEAkYpbBq6FjIKMW8fHz1mYuA/UuPQBkVbbCeXUBYJKBKq/IkAmyEQytP4PzuK9rlfGVyo8NPLSw6JiLxkBggiHiQUUoKi4Dft2H/sqPGRUCJHOj2SztUblGORICNRXiYD0cscoWMp9QoPWA7kBggiG8ZpYwhoxRT+fDiE9b9vg0Hlh9FtFJlsJ4VmTERUKl5WRIBNvibYc6cut0hu/+vPXIVzW7RcRFJg8QAQXzLKOVnMkpJLu+ff+SRgAMrjhkVAflK50JXJgKaleX2zoTtcWD5MVzad027XLB8XrQb2dyiYyKSDokBgviaUcpyMkpJDu+efcC6qdtw8L/jUEUbEQFlcqP7xPao0KQ0iQAbT/uwLp6xyJ3kvJ03WUHbHiQGCOJrRimlyCglKbx7+gFrp2zBoVUnjYqAAuXy8HRA+cYkAuwiPdB3IcKC4lpG9/itA3IUzmbRcRHJg8QAQZBRism8ffIea6dsxaFVJ6BWqQ3WF6yQj4uAcg1LUiTATtj37xFcOXhDu1yoYj60+bGpRcdEJB8SA4TDw1zv4hulUCV04njz+B3WTNmCI6tPGRUB7ALRbWJ7lK1fgkSAnRWELhzxn3ZZ4SznvxnqD2G7kBgg4Oihzj8HLDIwSslTIqdFx2XtvH74louAo2tOQa0WDdYXrlyARwLK1CtOIsAOfzOz+ixAeEiE9rmekzshW4EsFh0XYRokBgiHhrUlPr+LjFISy6sHb7gIOLb2tFERULRqQS4CStUpRiLATmHNo64duaVdLlKlAFp939iiYyJMh8QA4dBGKawjYSxklJIwL++/wZrJm3F8/RmjIqBYtULoNrEdStYqSiLAzmeJLB61Urvs5KLAyGWUHrAHSAwQDokxoxSW2yajFH1e3H2F1ZO34MSGs3yfxad4jcI8ElCiZhESAXaOWq3GrN4LEBEaqX2u9+9dkDVfJouOizAPJAYIhyS+UQqb8tZ+FBmlxPL8ziseCTix8ZxREcAu/rEigHAMds4/gBvH72iXi1UvhBZDGlp0TIT5IDFAOBzGjFJ4JbRMCkfn2e2XWD1pM05tPm9UBJSsXZSLgOLVC1tkfITlpo4uHbNGu+zs6oSRSweRdbQdQWKAcCjIKMU4T2++wOpJm/SsmHUpXbcYFwFFqxZK0eNDWGd6YGav+YgIi0sP9PmjKzLnyWjRcRHmhcQA4VCQUYo+T24855GA01sTEAH1imtEQJWCqXJ8COtj+z/7cOvUPe1yyVpF0GxgfYuOiTA/JAYIh4GMUuJ4fO0ZjwSc2X7J6L4q26AEFwGFKxVIteNDWKefxLJxa7XLLu7OGEHpAbuExADhEJBRioZHV59i1W+bcG7nZaP7qVyjUuj6c1sUrpg/VY8PYX2oVCrM6DUfkeFR2uf6Tu+GjDnTW3RcRMpAYoBwCBzdKOXhlSdcBOgaLOlSvnEpHgkoWD5fqo+NsE62/bUXd88+0Ksbadq/nkXHRKQcJAYIu8eRjVIeXHrMRcCFPVeNrq/YtAyPBBQolzfVx0ZYt8nU8gnrtMuuHi74cclA8pKwY0gMEA5nlNJrame7N0q5d+ERFwG6Xgq6VGpelouA/GXypPrYCBtID/Sch6gIpfa5/rO+Q4YcvhYdF5GykBggHMsopVohtBzaCPbK3fMPsZqJgP3Xja6v3KIcFwH5SudO9bERtsHmWbtx/8IjvWLSRr1rW3RMRMpDYoBwLKOUZfZplHLn7AMeCdDtL69LlVbluQjIWzJXqo+NsC376f9+Wa9ddvV0wfDFAyg94ACQGCDsEkcxSrl9+h4XAVcPxxVH6lKtTQV0mdCWWjIT30QVrUkPKKOitc8NnNMT6bOlo73nAJAYIBzCKIV56NuTUQr7bEwE6M6Q0KVa24roOqEtchfPkepjI2yTjTN24sGlJ3ozTBr0qGnRMRGpB4kBwu54/eidnlGKs5sTRiwdaBfpgRsn7vCagOvH4uogYhEEAdXbVeSRAOq+SCSFZ7deYOX/NmiX3bxcMXxRf0oPOBAkBgi7q4Se2WuenlFKvxndkSlXBtgyrAhy5a8bcfPEXaMioEaHyugyvg1yFslmkfERtku0MpqnB6KVKu1zg//qhXRZ0lp0XETqQmKAsDujlDtn7MMohbkmXj92m6cDbp2MS3noioCaHTUiIEdhEgFE8tjwxw48uvpMu1yxWRnU7VaddqeDQWKAsBvsxSiFiYBrR29j1a8bcfv0fYP1EomAWp2qovP4NsheMItFxkjYU6OqTdplDx83/LCQ0gOOCIkBwn6NUmZ2tymjFCYCrh6+ySMButENXRFQu0s1dB7XGtkKkAggTEMZpTRIDwz5pzfSZvKhXeuAkBgg7NIopUz9EmjUpw5sRQRcPniDFwbePffQYL1EKkGdGBGQNX9mi4yRsD/WTd2GJ9efa5ertCzHI06EY0JigLAPo5SJG/SMUn5cYv1GKVwEHLiOlb9u0hMyuiKA5W6ZCMiS177tk4nUb2G9dupW7bJnWg98v6Cf1f9miJSDxABhH0YpkUqbMUphIuDivms8EnD/4mOjIqB+9xroNK613ZkkEdaRHpjeYy7/7cQydG5v+GTwtui4CMtCYoCwaWzJKIWJANY9kNUEPLwcN+ZYpDIp6nWvwSMBmXLb9lRIwnpZM2kLnt16qWdQVaN9ZYuOibA8JAYIm+XZ7Zc2YZTCRMD53Ve4CHh05alREcAETMexrWzeD4Gwbh5cfoJ107Zpl73SeWDo3D5W95shUh8SA4RNYgtGKUwEnNt5mU/d0p3HHYtMLkWDnrXRaWwrm5r1QNgmUZFKzOw5D2qVWvvc0Hl94ZPey6LjIqwDEgOE7Rql6NxlW5NRCmuSdHbHJayetFmvWltXBDTspREB6bOTCCBSh1W/bsLzO6+0yzU7VEaNdpVo9xMcEgOEzWGtRilMBJzZfokXBj69+cJgvVwhQ8PeddBxTEurLnAk7I/7Fx9h4/Tt2mXv9F7cU4AgYiExQNh+euBvyxqlMBFweusFHgnQLczSFQHM86DjmFbwzWo9aQzCMYiKiML0HvOgVova575f0Bde6TwtOi7CuiAxQNi8UUrtzlUtJgJObT6P1ZM34/ntuPBrLHInOZr0rYsOP7WwqloGwrH475cNeHX/jXaZ/V6qtqpg0TER1geJAcKmjFLWTNlicaMUZn3MRcCkzXhx97XBeoWzHE361UP70S2QLnOaVB0bQehy99wDbJ69S7ucJqM3L7QliPiQGCBsAmswSmEi4MTGc1gzeTNe3ou709IVAU371+cigPzdCUsTGR7JU2p66YGF/biIJoj4kBggbNMopU2FVDNKYSLg+PqzPCqhG26NxclFgaYD6qP9qOZIk5GavBDWwfIJ6/H64TvtMjO0qty8nEXHRFgvJAYI2zRKmdc3xdMDLApxbP0ZHgnQPanG4uzqhGYD66PdyOZk5UpYFbdP38PWP/dol9Nm9sHAOT0sOibCuiExQFg1ljBKYSLg6NrTPBLw5pFxEdB8UAO0ZSKADFsIKyMiLBIzes3nplexMGdODx93i46LsG5IDBBWTWoapTARcHj1Sd7N7e3j9wbrnd2c0GJwQ7Qd0QzevuTaRlgny8at1fv+NuhRCxWalLHomAjrh8QAAUc3SmHeBYdXn8LaKVvw7ukHg/Uu7s5oMaQR2v7YlOZmE1bNjRN3sO3vvdpl5msxYPZ3Fh0TYRuQGCAc1iiFiYBDK0/wSMD7Zx8N1rt6uKDFkIZo+2MzqsAmrJ7wkHDM6r1A77nhSwbA3dvNYmMibAcSA4RV8t/EjSlmlMKmKR767wTW/b4V759/MioCWg1rjNbDm8AzDU3DImyDf8es0YtsNepdB+UalLTomAjbgcQAYZ1GKbN2mt0ohYmAgyuOY93v2/DhhRER4OmC1t83QesfmlCxFWFTXD92GzvnH9Au+2ZLi/6zult0TIRtQWKAsHujFDYj4cDyY1g/bRs+vvxssN7Ny5WLgFbfNyYRQNgcYcEsPTBf77mRSwfBzdPVYmMibA8SA4RVG6WwtsTJNUphImD/0qNY/8c2fHr1xWA9y6WyKABLCVBelbBVloxepZfuatq/HkrXLW7RMRG2B4kBwmqNUtJk8sGgP3smq/hwHxMB07bh8xs/g/Ws5XHrH5qi1bBGcPOi4irCdrl6+CZ2LzqkXc6Qwxd9p3ez6JgI24TEAGG1Rik/Lk6aUQoTAXuXHOGRgC9v/Q3We6RxR5vhTdFyaCMKoRI2T2hQGGb10Z89MGLpQF4ASxBJhcQAYfNGKazOYM/iw9gwfQf83hmKAFZvwKYHsmmCdKIk7IXFI1fq1cAwV8xStYtZdEyE7UJigLBZoxQuAhYxEbAdfu8DjIqAdiOaoflgEgGEfXHpwHXs/feIdjlT7gzoM62LRcdE2DYkBogUDWPeOH4HT2+8wKsHb3gqwMnFCdnyZ0au4tlRqnZRSGTSJBulsO3sXngQG2fsgP+HQIP1rJFRu5Et0HxQfbi4U8iUsB1CA0Nx7ehtnN99Re/5g/8dR5BfCErULAKIIub0XWiQHqDvOmEKJAYIs/PlnT8vBDy69hRCAkIhSASoVTG1AKIIiUwCUS3C1dMV3uk9E22UEh4agd0LDmLjzJ0I+GgoAphdcfuRzdF0YH24uDnTkSVsho8vP2HLn3twfMMZhAWF69XOMI6uO807aDKRzOpoPr2Omx3DamBK1ChigVET9oQgxv/WEUQyYV+l4xvO4t8xq/ldDGsx7OSigEQqMXgt60LI7FMjw6K0z6XLmgb/3p5jUNzHRMCu+QewiYmAT0HGRcCoFmg6oB6JAMLmfjPsrn/Fz+u5cGa/FYWzgv8+gr4E66W82Lrw4HBEhsf9ZjLlyYBF12fS954wGYoMEGY7qa2etBmbZ+2CWq3mIUsWEUgItk4ZGa33XNEqBfUK/JhY2DHvAHcjDPwcd2LUdSZkIqBJ/3q8rTBB2BLsd7Js/DrsnL+f/350fzO6LbtjYeKaeWfoUrJmEfruE2aBxABhFlgBILtzZ3cvru7fdj4LCwrTO+HJFFKeJ93wx3Ze8Ldj7n5snr1L7+5I13+gw+gWaNKvLq9BIAhbZMMfO7Bj7j5I5TIeQUtMDQ5Lr8UiU8h4JC5n0ezcQZMgTIHSBETyeLoCOB9nCKRSCQgIdsatx1mxfl85+AclXACojFQi2C9Eu5wrezB6dniIXFk+wdsjHFFKGZ6/9sCmPflx/lpm7evSZmYioCUa961DIoCw699MdFS0nhBmETNmOxxLwbwBaFLvLQrneoP0aUMhdU8PeaYqQPHJgGf+VPxQhL1AkQHCJMRiv2Lt39fg9+odChfwR82yj1Aw5weMnNUGymjDrxcLh4YGhuk9lz2bCk6yCBw4kR1f/J3h7KRC1XJvMGnEWcxZWhoXH5ZFh59aonGfOjyfShC2jLror1g16xKCPnxK1G+GER4SobfcueUjFMz9Eedv5MKOwx7IW9gFDauehLC/NFD/POBdNJU+DWEvkBggTOLp58LYuOkxpHIfnL4lQ3CoC1rWvoEyhV/g/M0830wPSOVSnDzrgxNnqui9bsfBvFj0x3H06fERg9v9QyKAsBsevs2PLdsfQe7km6jfDEO3ztvZzQl7T5fAP+vTQaWSQhkVjcPno5Gv5RjkfdsCuDsNqLw6FT8RYQ8YlnkTRBK4cuAGv7jL5FK+fP9ZRv5vxrTBRtMDurMHGCqlymAaFQSgQIUCyF66AjzclCQECLvi0v5rPPcvlX37NxMfNi2XpQwevsjAhQCD/fbYb3D/pteAVxEg8F4KfwLCHiExQJjE4+vPWJkzr3Rm+KbRnNBCwvXD+eyCz6ZOfQ0XFzUyZpYgVw4lKuU/BeHDASBDHTpChF3x9MZzCBLJN38zxuBmXDF/FwvfjiDg9pl7QMQHwCldCo2csGcoTUCYRETgJ/h4+cDNQ4W82T+hbb2riFJKcfVedr3XsToB3UpoXdgMBBd3ZwzuehH1Kt3nz6nUApS+zaEoN5eOEGFXqMID4O2VBm7u0V/9zcTH2d0ZMrnxU7ZMJkVB3wtA+Bug+G8pNHLCniExQJjEb0MP6i1/9HPH3HW14Beo323Q2VWBKB2zFF0R4OTK7ogE7D1VDBdu5YanWzAqFX+KIj6RUKj0/4YgbJ3fhiXuN6OLZspuwq6aWTMFoW/7C4jyKAtFrm/39SCI+JAYIExi0fryePfFBx4eKtQq9wCFcr2HMlpq+EVTyLmLGpsuxYxVWN4zVgTE8vaTN39EK6Nx5ExOrK/8HDjRDGhwwSA0ShC2ysL15fHBzwfu7gn/ZmKFsggRyohouHq6JPgb8PIIw/j+hxEWLgcKLIOvxPD3RxDfgmoGCJN4/Co9rt/LiIu3cmH68vp49cEHwzofhZNC3ykt1iTFI407fDJ4wYk7Bho/ubFiKG5hnL0t4HcJCH5IR4mwGx6/9P3mb4aLAQ8XuHq4wsvXE3InudFtuThHYWzv/XB1icKkhfXhniVfKn4Swp4gMUCYhG+2tHxGAEMUJVi3txzSeIWhYZU7Rl+vOal9/S6fbY+1MXZxiqkxiDJsSkQQtgprzpWU30xCyGXR+KnnAWTyDcRvc2tC9ChEPQqIZENigDCJ/GVys1Oadnrg3aeZ8eilLxpXu81PVonB0y3OWY1thz1K1SoAPFsJSF0Ar8J0lAi7IX/ZvNrveXJ/M4KgxvddjyJfjg+Ys7IOHjxNhxI16HdCJB8SA4RJlG9cms+X1m06tOt4cW4rXKNs4sL7fduewoR+e9C23hXULHMXHZrcRq+q0wH/qxp7VXnChVUEYYu/GZYGYJbDyf3NdG92AeWKvMD1+9ngIg9F7Uov0KLpF+DZas2DIJIIFRASJpE5d0aUqlMMlw9ch1wh48WBF2/nwvvPnmhW4xaOXCjIQ6Ff49z1PKhV/gHqVbwHd7cIREU7Q+FTBSgwG8janI4QYVfkKJgFhSsVwO3T93gdDfMJSOpvJkfmL/zfskVe8gfn5Wkg5r/I1TWlPwZhZ1CjIsJkPrz4hO+rjOdeAqzoKdZMJSmwkGl4cARc3J0w++QkZM2XiY4MYbe8fvgWw6v/gojQSLh4OJvwmwnnRkR/np6MDDl8U2SshGNAaQLCZNhJaOCcnjxdwBqqGNgLfwP2+oiQCEhlEvSd3o2EAGH3ZM2fGf1mdINUKuHf/eT8Zthvjf3mBszuQUKAMBlKExBmoUa7SoiKiMKCH1bwuxU2ddDVVQ1nJ8MphroEBCoQHhLFndX6TOuCet1q0BEhHAL2XWdGXP+OWaP5zbg5w9VF9e3fTIAc4aFKyBVyDPyzB//tEYSpUJqAMCt3zz/E3CH/4tWDt+jU9CY6N7v11df3HtcCUu88GPpPHxSrVoiOBuFw3Dp1D/8M/RfvnnxI9G/GKV1+DJnbB4Ur5k+1cRL2DYkBwuxEhEXi8KqTuLBpM4Tgp1Cp1ZBINDlRAQJflkokSJPJB3nqdUWd7vW4IyFBOCphweE4tPIELm3aAkn4c+1vhDkQMtSsy6FEgrRZ0yBf/e6o3a0unLlxF0GYBxIDRIqhVqvx4u5rPLv5gkcKoiKUkDvJeL40d/EcyFEkK6RSsk4liFhUKhVe3HmNpzdf8CJDNmVX4SxHtgKZkYv9ZgpnhURCpV6E+SExQBAEQRAODklMgiAIgnBwSAwQBEEQhINDYoAgCIIgHBwSAwRBEATh4JAYIAiCIAgHh8QAQRAEQTg4JAYIgiAIwsEhMUAQBEEQDg6JAYIgCIJwcEgMEARBEISDQ2KAIAiCIBwcEgMEQRAE4eCQGCAIgiAIB4fEAEEQBEE4OCQGCIIgCMLBITFAEARBEA4OiQGCIAiCcHBIDBAEQRCEg0NigCAIgiAcHBIDBEEQBOHgkBggCIIgCAeHxABBEARBODgkBgiCIAjCwSExQBAEQRAODokBgiAIgnBwSAwQBEEQhINDYoAgCIIgHBwSAwRBEATh4JAYIAiCIAg4Nv8HE9YQhW/iWfkAAAAASUVORK5CYII=", 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" ] @@ -1155,7 +1260,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1193,7 +1298,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1244,15 +1349,82 @@ "Making Prediction on Testing Instance Index: 0\n", "PREDICTION REPORT ------------------------------------------------------------------\n", "Outcome Prediction: 0\n", - "Model Prediction Probabilities: {0: 1.0, 1: 0.0}\n", + "Model Prediction Probabilities: {np.int64(0): 1.0, np.int64(1): 0.0}\n", "Instance Covered by Model: Yes\n", "Number of Matching Rules: 1\n", "PREDICTION EXPLANATION -------------------------------------------------------------\n", "Supporting Rules: --------------------\n", - "8 rule copies assert that IF: (A_0 = 0) AND (A_1 = 0) AND (R_0 = 0) THEN: predict outcome '0' with 100.0% confidence based on 68 matching training instances (15.11% of training instances).\n", + "5 rule copies assert that IF: (A_0 = 0) AND (A_1 = 0) AND (R_0 = 0) THEN: predict outcome '0' with 100.0% confidence based on 68 matching training instances (15.11% of training instances).\n", "Contradictory Rules: -----------------\n", "No contradictory rules matched.\n" ] + }, + { + "data": { + "text/plain": [ + "{'outcome_prediction': np.int64(0),\n", + " 'prediction_probabilities': {np.int64(0): 1.0, np.int64(1): 0.0},\n", + " 'covered': True,\n", + " 'num_matching_rules': 1,\n", + " 'whole_rule_population': False,\n", + " 'target_model_index': 0,\n", + " 'selection_reason': None,\n", + " 'algorithm': {'outcome_type': 'class',\n", + " 'classes': [np.int64(1), np.int64(0)],\n", + " 'voting_scheme': 'top_model_rule_set',\n", + " 'numerosity_sum': 5.0,\n", + " 'tie_breaking': {'majority_class': False, 'random': False}},\n", + " 'features': [{'feature_index': 0,\n", + " 'feature_name': 'A_0',\n", + " 'value': np.int64(0)},\n", + " {'feature_index': 1, 'feature_name': 'A_1', 'value': np.int64(0)},\n", + " {'feature_index': 2, 'feature_name': 'R_0', 'value': np.int64(0)},\n", + " {'feature_index': 3, 'feature_name': 'R_1', 'value': np.int64(1)},\n", + " {'feature_index': 4, 'feature_name': 'R_2', 'value': np.int64(0)},\n", + " {'feature_index': 5, 'feature_name': 'R_3', 'value': np.int64(0)}],\n", + " 'supporting_rules': [{'rule_id': 2,\n", + " 'action': np.int64(0),\n", + " 'instance_outcome_proportions': {np.int64(1): 0.0, np.int64(0): 1.0},\n", + " 'numerosity': 5,\n", + " 'fitness': 1.0,\n", + " 'accuracy': 1.0,\n", + " 'match_cover': 68,\n", + " 'correct_cover': 68,\n", + " 'average_match_set_size': 93.12710349360862,\n", + " 'deletion_probability': 0.004922776942145527,\n", + " 'birth_iteration': 0,\n", + " 'conditions': [{'feature_index': 0,\n", + " 'feature_name': 'A_0',\n", + " 'type': 'categorical',\n", + " 'operator': '=',\n", + " 'value': 0,\n", + " 'human_readable': 'A_0 = 0'},\n", + " {'feature_index': 1,\n", + " 'feature_name': 'A_1',\n", + " 'type': 'categorical',\n", + " 'operator': '=',\n", + " 'value': 0,\n", + " 'human_readable': 'A_1 = 0'},\n", + " {'feature_index': 2,\n", + " 'feature_name': 'R_0',\n", + " 'type': 'categorical',\n", + " 'operator': '=',\n", + " 'value': 0,\n", + " 'human_readable': 'R_0 = 0'}],\n", + " 'vote_contribution': {np.int64(1): 0.0, np.int64(0): 5.0},\n", + " 'selected_action_matches_prediction': True}],\n", + " 'contradictory_rules': [],\n", + " 'per_rule_contributions': [{'rule_id': 2,\n", + " 'numerosity': 5,\n", + " 'action': np.int64(0),\n", + " 'vote_contribution': {np.int64(1): 0.0, np.int64(0): 5.0}}],\n", + " 'match_set_rule_ids': [2],\n", + " 'narrative': \"Instance is covered by 1 rule(s); 1 support the predicted class '0' and 0 contradict. Prediction made via top_model_rule_set.\"}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -1283,7 +1455,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", + "image/png": 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", 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" ] @@ -1353,7 +1525,13 @@ "rule_pop_df.to_csv(output_path+'/rule_pop.csv', index=False)\n", "# Save Model Population as .csv\n", "model_pop_df = heros.get_model_pop()\n", - "model_pop_df.to_csv(output_path+'/model_pop.csv', index=False)" + "model_pop_df.to_csv(output_path+'/model_pop.csv', index=False)\n", + "# Save Tree-Initialized Rule Population as .csv\n", + "if rule_pop_init == 'dt' or rule_pop_init == 'dt_bstrap':\n", + " heros.rule_population.change_rule_pop(0) #Change rule population to tree-initialized rule population (if applicable) for export\n", + " tree_init_rule_pop_df = heros.get_pop()\n", + " heros.rule_population.restore_rule_pop() #Return to original rule population after export\n", + " tree_init_rule_pop_df.to_csv(output_path+'/rule_pop_tree_init_only.csv', index=False)" ] }, { @@ -1374,7 +1552,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1388,7 +1566,7 @@ "rule_tracking_df = heros.get_performance_tracking()\n", "rule_tracking_df.to_csv(output_path+'/rule_pop_tracking.csv', index=False)\n", "# Plot Rule Learning Tracking\n", - "heros.get_rule_tracking_plot(show=True,save=True,output_path=output_path)" + "heros.get_rule_tracking_plot(show=True,save=True,output_path=output_path)\n" ] }, { @@ -1407,7 +1585,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1484,17 +1662,17 @@ "name": "stdout", "output_type": "stream", "text": [ - " Global Phase 1 Phase 2 Rule Initialization Rule Covering \\\n", - "0 112.969556 55.13536 57.620265 0.002 0.010007 \n", + " Global Phase 1 Phase 2 Rule Initialization Rule Covering \\\n", + "0 70.156834 174.628451 36.654052 0.304512 0.006105 \n", "\n", " Rule Equality Rule Matching Rule Evaluation Feature Tracking \\\n", - "0 2.651981 4.242108 50.264746 0.0 \n", + "0 1.872907 2.870398 29.599242 0.0 \n", "\n", " Rule Subsumption Rule Selection Rule Mating Rule Deletion \\\n", - "0 0.779568 1.609595 10.405899 7.52196 \n", + "0 0.518725 1.043064 4.647661 5.143618 \n", "\n", " Rule Compaction Rule Prediction \n", - "0 0.007518 1.430173 \n" + "0 0.030995 0.824187 \n" ] } ], @@ -1531,7 +1709,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -1636,12 +1814,12 @@ "HEROS Whole Rule Population Testing Data Performance Report:\n", " precision recall f1-score support\n", "\n", - " 0 0.92000000 0.85185185 0.88461538 27\n", - " 1 0.84000000 0.91304348 0.87500000 23\n", + " 0 0.92000000 0.82142857 0.86792453 28\n", + " 1 0.80000000 0.90909091 0.85106383 22\n", "\n", - " accuracy 0.88000000 50\n", - " macro avg 0.88000000 0.88244767 0.87980769 50\n", - "weighted avg 0.88320000 0.88000000 0.88019231 50\n", + " accuracy 0.86000000 50\n", + " macro avg 0.86000000 0.86525974 0.85949418 50\n", + "weighted avg 0.86720000 0.86000000 0.86050582 50\n", "\n" ] } @@ -1674,44 +1852,44 @@ "output_type": "stream", "text": [ " Condition Indexes Condition Values Action Numerosity Fitness \\\n", - "0 [0, 1, 4] [1, 0, 0] 0 3 0.997857 \n", - "1 [0, 1, 5] [1, 1, 1] 1 5 0.997429 \n", - "2 [0, 1, 2] [0, 0, 0] 0 8 1.000000 \n", - "3 [0, 1, 3] [0, 1, 1] 1 7 0.998143 \n", - "4 [0, 1, 2] [0, 0, 1] 1 3 0.998714 \n", - "5 [0, 1, 4] [1, 0, 1] 1 7 0.997857 \n", - "6 [0, 1, 3] [0, 1, 0] 0 7 0.997714 \n", - "7 [0, 1, 5] [1, 1, 0] 0 5 0.996857 \n", + "0 [0, 1, 2] [0, 0, 0] 0 5 1.000000 \n", + "1 [0, 1, 3] [0, 1, 1] 1 7 0.998143 \n", + "2 [0, 1, 5] [1, 1, 1] 1 7 0.997429 \n", + "3 [0, 1, 4] [1, 0, 0] 0 6 0.997857 \n", + "4 [0, 1, 2] [0, 0, 1] 1 6 0.998714 \n", + "5 [0, 1, 5] [1, 1, 0] 0 7 0.996857 \n", + "6 [0, 1, 4] [1, 0, 1] 1 6 0.997857 \n", + "7 [0, 1, 3] [0, 1, 0] 0 7 0.997714 \n", "\n", " Useful Accuracy Useful Coverage Accuracy Match Cover Correct Cover \\\n", - "0 1.0 27.5 1.0 55 55 \n", - "1 1.0 26.0 1.0 52 52 \n", - "2 1.0 34.0 1.0 68 68 \n", - "3 1.0 28.5 1.0 57 57 \n", + "0 1.0 34.0 1.0 68 68 \n", + "1 1.0 28.5 1.0 57 57 \n", + "2 1.0 26.0 1.0 52 52 \n", + "3 1.0 27.5 1.0 55 55 \n", "4 1.0 30.5 1.0 61 61 \n", - "5 1.0 27.5 1.0 55 55 \n", - "6 1.0 27.0 1.0 54 54 \n", - "7 1.0 24.0 1.0 48 48 \n", + "5 1.0 24.0 1.0 48 48 \n", + "6 1.0 27.5 1.0 55 55 \n", + "7 1.0 27.0 1.0 54 54 \n", "\n", " Mean Absolute Error Prediction Outcome Range Probability Birth Iteration \\\n", - "0 None None None 538 \n", - "1 None None None 938 \n", - "2 None None None 147 \n", - "3 None None None 459 \n", - "4 None None None 182 \n", - "5 None None None 248 \n", - "6 None None None 181 \n", - "7 None None None 477 \n", + "0 None None None 0 \n", + "1 None None None 0 \n", + "2 None None None 0 \n", + "3 None None None 0 \n", + "4 None None None 104 \n", + "5 None None None 0 \n", + "6 None None None 0 \n", + "7 None None None 0 \n", "\n", " Specified Count Average Match Set Size Deletion Probabiilty \n", - "0 3 87.337309 0.002396 \n", - "1 3 96.095497 0.007325 \n", - "2 3 99.853940 0.019436 \n", - "3 3 92.333984 0.013786 \n", - "4 3 99.660789 0.002731 \n", - "5 3 95.647239 0.014285 \n", - "6 3 100.720970 0.015045 \n", - "7 3 93.752155 0.007151 \n", + "0 3 93.127103 0.004923 \n", + "1 3 88.732769 0.010573 \n", + "2 3 86.089364 0.013973 \n", + "3 3 84.024844 0.010015 \n", + "4 3 94.375813 0.011239 \n", + "5 3 90.676391 0.014726 \n", + "6 3 83.373389 0.009937 \n", + "7 3 94.056982 0.015261 \n", "HEROS Top 'Default' Model Testing Data Performance Report:\n", " precision recall f1-score support\n", "\n", @@ -1756,48 +1934,48 @@ "output_type": "stream", "text": [ " Condition Indexes Condition Values Action Numerosity Fitness \\\n", - "0 [0, 1, 5] [1, 1, 1] 1 5 0.997429 \n", - "1 [0, 1, 2] [0, 0, 0] 0 8 1.000000 \n", - "2 [0, 1, 3] [0, 1, 0] 0 7 0.997714 \n", - "3 [0, 1, 4] [1, 0, 1] 1 7 0.997857 \n", - "4 [0, 1, 3] [0, 1, 1] 1 7 0.998143 \n", - "5 [0, 1, 2] [0, 0, 1] 1 3 0.998714 \n", - "6 [0, 4, 5] [1, 0, 0] 0 8 0.998000 \n", - "7 [0, 1, 5] [1, 1, 0] 0 5 0.996857 \n", - "8 [0, 1, 4] [1, 0, 0] 0 3 0.997857 \n", + "0 [0, 1, 2] [0, 0, 0] 0 5 1.000000 \n", + "1 [0, 1, 3] [0, 1, 1] 1 7 0.998143 \n", + "2 [0, 1, 5] [1, 1, 1] 1 7 0.997429 \n", + "3 [0, 1, 3] [0, 1, 0] 0 7 0.997714 \n", + "4 [0, 1, 2] [0, 0, 1] 1 6 0.998714 \n", + "5 [1, 3, 5] [1, 0, 0] 0 5 0.996714 \n", + "6 [0, 1, 4] [1, 0, 1] 1 6 0.997857 \n", + "7 [0, 1, 5] [1, 1, 0] 0 7 0.996857 \n", + "8 [0, 1, 4] [1, 0, 0] 0 6 0.997857 \n", "\n", " Useful Accuracy Useful Coverage Accuracy Match Cover Correct Cover \\\n", - "0 1.0 26.0 1.0 52 52 \n", - "1 1.0 34.0 1.0 68 68 \n", - "2 1.0 27.0 1.0 54 54 \n", - "3 1.0 27.5 1.0 55 55 \n", - "4 1.0 28.5 1.0 57 57 \n", - "5 1.0 30.5 1.0 61 61 \n", - "6 1.0 28.0 1.0 56 56 \n", + "0 1.0 34.0 1.0 68 68 \n", + "1 1.0 28.5 1.0 57 57 \n", + "2 1.0 26.0 1.0 52 52 \n", + "3 1.0 27.0 1.0 54 54 \n", + "4 1.0 30.5 1.0 61 61 \n", + "5 1.0 23.5 1.0 47 47 \n", + "6 1.0 27.5 1.0 55 55 \n", "7 1.0 24.0 1.0 48 48 \n", "8 1.0 27.5 1.0 55 55 \n", "\n", " Mean Absolute Error Prediction Outcome Range Probability Birth Iteration \\\n", - "0 None None None 938 \n", - "1 None None None 147 \n", - "2 None None None 181 \n", - "3 None None None 248 \n", - "4 None None None 459 \n", - "5 None None None 182 \n", - "6 None None None 450 \n", - "7 None None None 477 \n", - "8 None None None 538 \n", + "0 None None None 0 \n", + "1 None None None 0 \n", + "2 None None None 0 \n", + "3 None None None 0 \n", + "4 None None None 104 \n", + "5 None None None 0 \n", + "6 None None None 0 \n", + "7 None None None 0 \n", + "8 None None None 0 \n", "\n", " Specified Count Average Match Set Size Deletion Probabiilty \n", - "0 3 96.095497 0.007325 \n", - "1 3 99.853940 0.019436 \n", - "2 3 100.720970 0.015045 \n", - "3 3 95.647239 0.014285 \n", - "4 3 92.333984 0.013786 \n", - "5 3 99.660789 0.002731 \n", - "6 3 98.934327 0.010854 \n", - "7 3 93.752155 0.007151 \n", - "8 3 87.337309 0.002396 \n", + "0 3 93.127103 0.004923 \n", + "1 3 88.732769 0.010573 \n", + "2 3 86.089364 0.013973 \n", + "3 3 94.056982 0.015261 \n", + "4 3 94.375813 0.011239 \n", + "5 3 96.028050 0.002865 \n", + "6 3 83.373389 0.009937 \n", + "7 3 90.676391 0.014726 \n", + "8 3 84.024844 0.010015 \n", "HEROS Top 'Default' Model Testing Data Performance Report:\n", " precision recall f1-score support\n", "\n", @@ -1843,40 +2021,40 @@ "output_type": "stream", "text": [ "Rule population evaluation at iteration 500\n", - "Run Time: 0.27213478088378906\n", + "Run Time: 0.607572078704834\n", " precision recall f1-score support\n", "\n", - " 0 0.80000000 0.76923077 0.78431373 26\n", - " 1 0.76000000 0.79166667 0.77551020 24\n", + " 0 0.92000000 0.82142857 0.86792453 28\n", + " 1 0.80000000 0.90909091 0.85106383 22\n", "\n", - " accuracy 0.78000000 50\n", - " macro avg 0.78000000 0.78044872 0.77991196 50\n", - "weighted avg 0.78080000 0.78000000 0.78008804 50\n", + " accuracy 0.86000000 50\n", + " macro avg 0.86000000 0.86525974 0.85949418 50\n", + "weighted avg 0.86720000 0.86000000 0.86050582 50\n", "\n", "Rule population evaluation at iteration 1000\n", - "Run Time: 0.6061739921569824\n", + "Run Time: 0.9341080188751221\n", " precision recall f1-score support\n", "\n", - " 0 0.92000000 0.79310345 0.85185185 29\n", - " 1 0.76000000 0.90476190 0.82608696 21\n", + " 0 0.92000000 0.85185185 0.88461538 27\n", + " 1 0.84000000 0.91304348 0.87500000 23\n", "\n", - " accuracy 0.84000000 50\n", - " macro avg 0.84000000 0.84893268 0.83896940 50\n", - "weighted avg 0.85280000 0.84000000 0.84103060 50\n", + " accuracy 0.88000000 50\n", + " macro avg 0.88000000 0.88244767 0.87980769 50\n", + "weighted avg 0.88320000 0.88000000 0.88019231 50\n", "\n", "Rule population evaluation at iteration 5000\n", - "Run Time: 3.782489061355591\n", + "Run Time: 3.660282611846924\n", " precision recall f1-score support\n", "\n", - " 0 0.92000000 0.82142857 0.86792453 28\n", - " 1 0.80000000 0.90909091 0.85106383 22\n", + " 0 0.92000000 0.85185185 0.88461538 27\n", + " 1 0.84000000 0.91304348 0.87500000 23\n", "\n", - " accuracy 0.86000000 50\n", - " macro avg 0.86000000 0.86525974 0.85949418 50\n", - "weighted avg 0.86720000 0.86000000 0.86050582 50\n", + " accuracy 0.88000000 50\n", + " macro avg 0.88000000 0.88244767 0.87980769 50\n", + "weighted avg 0.88320000 0.88000000 0.88019231 50\n", "\n", "Rule population evaluation at iteration 10000\n", - "Run Time: 9.69053840637207\n", + "Run Time: 7.007216930389404\n", " precision recall f1-score support\n", "\n", " 0 0.92000000 0.82142857 0.86792453 28\n", @@ -1887,15 +2065,15 @@ "weighted avg 0.86720000 0.86000000 0.86050582 50\n", "\n", "Rule population evaluation at iteration 50000\n", - "Run Time: 55.10330867767334\n", + "Run Time: 62.615620136260986\n", " precision recall f1-score support\n", "\n", - " 0 0.92000000 0.85185185 0.88461538 27\n", - " 1 0.84000000 0.91304348 0.87500000 23\n", + " 0 0.92000000 0.82142857 0.86792453 28\n", + " 1 0.80000000 0.90909091 0.85106383 22\n", "\n", - " accuracy 0.88000000 50\n", - " macro avg 0.88000000 0.88244767 0.87980769 50\n", - "weighted avg 0.88320000 0.88000000 0.88019231 50\n", + " accuracy 0.86000000 50\n", + " macro avg 0.86000000 0.86525974 0.85949418 50\n", + "weighted avg 0.86720000 0.86000000 0.86050582 50\n", "\n" ] } @@ -1932,18 +2110,18 @@ "output_type": "stream", "text": [ "Top default model evaluation at iteration 10\n", - "Run Time: 6.591730117797852\n", + "Run Time: 4.2690088748931885\n", " precision recall f1-score support\n", "\n", - " 0 1.00000000 1.00000000 1.00000000 25\n", - " 1 1.00000000 1.00000000 1.00000000 25\n", + " 0 0.96000000 1.00000000 0.97959184 24\n", + " 1 1.00000000 0.96153846 0.98039216 26\n", "\n", - " accuracy 1.00000000 50\n", - " macro avg 1.00000000 1.00000000 1.00000000 50\n", - "weighted avg 1.00000000 1.00000000 1.00000000 50\n", + " accuracy 0.98000000 50\n", + " macro avg 0.98000000 0.98076923 0.97999200 50\n", + "weighted avg 0.98080000 0.98000000 0.98000800 50\n", "\n", "Top default model evaluation at iteration 50\n", - "Run Time: 28.266413688659668\n", + "Run Time: 17.834970474243164\n", " precision recall f1-score support\n", "\n", " 0 1.00000000 1.00000000 1.00000000 25\n", @@ -1954,7 +2132,7 @@ "weighted avg 1.00000000 1.00000000 1.00000000 50\n", "\n", "Top default model evaluation at iteration 100\n", - "Run Time: 57.59666323661804\n", + "Run Time: 36.632052183151245\n", " precision recall f1-score support\n", "\n", " 0 1.00000000 1.00000000 1.00000000 25\n", @@ -1997,15 +2175,15 @@ "text": [ "---------------------------------------------------------------------------------------------\n", "Top model evaluation at iteration 10\n", - "Run Time: 6.591730117797852\n", - "11 non-dominated models on Pareto-front.\n", + "Run Time: 4.2690088748931885\n", + "7 non-dominated models on Pareto-front.\n", "----------------------------------------\n", - "Model testing accuracies: [0.98, 0.8600000000000001, 0.8400000000000001, 0.8, 0.72, 0.8200000000000001, 0.78, 0.52, 0.5800000000000001, 0.45999999999999996, 0.56]\n", - "Model testing coverages: [0.96, 0.76, 0.84, 0.74, 0.88, 0.56, 0.54, 0.78, 0.56, 0.48, 0.36]\n", - "Model rule counts: [8, 7, 7, 6, 5, 4, 3, 3, 2, 1, 1]\n", + "Model testing accuracies: [0.98, 0.8999999999999999, 0.8200000000000001, 0.8200000000000001, 0.6200000000000001, 0.78, 0.6200000000000001]\n", + "Model testing coverages: [np.float64(1.0), np.float64(0.92), np.float64(0.64), np.float64(0.76), np.float64(0.62), np.float64(0.68), np.float64(0.44)]\n", + "Model rule counts: [8, 7, 6, 5, 4, 2, 1]\n", "----------------------------------------\n", "Best model testing accuracy: 0.98\n", - "Best model testing coverage: 0.96\n", + "Best model testing coverage: 1.0\n", "Best rule count: 8\n", "Best model index: 0\n", "----------------------------------------\n", @@ -2020,12 +2198,12 @@ "\n", "---------------------------------------------------------------------------------------------\n", "Top model evaluation at iteration 50\n", - "Run Time: 28.266413688659668\n", - "11 non-dominated models on Pareto-front.\n", + "Run Time: 17.834970474243164\n", + "7 non-dominated models on Pareto-front.\n", "----------------------------------------\n", - "Model testing accuracies: [1.0, 0.94, 0.9199999999999999, 0.6200000000000001, 0.62, 0.64, 0.6799999999999999, 0.6000000000000001, 0.6, 0.6599999999999999, 0.52]\n", - "Model testing coverages: [1.0, 0.88, 0.8, 1.0, 0.92, 0.92, 1.0, 0.82, 0.78, 0.54, 0.54]\n", - "Model rule counts: [8, 7, 7, 6, 5, 4, 3, 3, 2, 1, 1]\n", + "Model testing accuracies: [1.0, 0.88, 0.88, 0.8, 0.76, 0.78, 0.64]\n", + "Model testing coverages: [np.float64(1.0), np.float64(0.76), np.float64(0.78), np.float64(0.74), np.float64(0.9), np.float64(1.0), np.float64(0.58)]\n", + "Model rule counts: [8, 7, 6, 5, 4, 2, 1]\n", "----------------------------------------\n", "Best model testing accuracy: 1.0\n", "Best model testing coverage: 1.0\n", @@ -2043,12 +2221,12 @@ "\n", "---------------------------------------------------------------------------------------------\n", "Top model evaluation at iteration 100\n", - "Run Time: 57.59666323661804\n", - "11 non-dominated models on Pareto-front.\n", + "Run Time: 36.632052183151245\n", + "7 non-dominated models on Pareto-front.\n", "----------------------------------------\n", - "Model testing accuracies: [1.0, 0.96, 0.96, 0.88, 0.76, 0.6200000000000001, 0.5800000000000001, 0.5800000000000001, 0.6799999999999999, 0.44000000000000006, 0.5800000000000001]\n", - "Model testing coverages: [1.0, 0.98, 0.94, 0.88, 1.0, 1.0, 1.0, 1.0, 1.0, 0.48, 0.48]\n", - "Model rule counts: [8, 7, 7, 6, 5, 4, 3, 3, 2, 1, 1]\n", + "Model testing accuracies: [1.0, 0.98, 0.92, 0.78, 0.76, 0.76, 0.44000000000000006]\n", + "Model testing coverages: [np.float64(1.0), np.float64(0.94), np.float64(0.86), np.float64(0.74), np.float64(1.0), np.float64(1.0), np.float64(0.52)]\n", + "Model rule counts: [8, 7, 6, 5, 4, 2, 1]\n", "----------------------------------------\n", "Best model testing accuracy: 1.0\n", "Best model testing coverage: 1.0\n", @@ -2093,204 +2271,15 @@ "execution_count": 36, "id": "b0a873b6", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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IDCondition IndexesCondition ValuesActionNumerosityFitnessUseful AccuracyUseful CoverageAccuracyMatch CoverCorrect CoverMean Absolute ErrorPredictionOutcome Range ProbabilityBirth IterationSpecified CountAverage Match Set SizeDeletion Probabiilty
018[2][1]1210.9078270.29357832.00.646789218141NaNNaNNaN11194.7995370.025725
119[2][1]130.9078270.29357832.00.646789218141NaNNaNNaN11194.7995370.002858
23[2][0]0120.9076650.27586232.00.637931232148NaNNaNNaN1198.7451930.011911
320[4][1]1210.8366790.26696829.50.633484221140NaNNaNNaN15195.3441640.012477
414[4][0]0120.8366000.25764229.50.628821229144NaNNaNNaN8197.2720160.022632
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" - ], - "text/plain": [ - " ID Condition Indexes Condition Values Action Numerosity Fitness \\\n", - "0 18 [2] [1] 1 21 0.907827 \n", - "1 19 [2] [1] 1 3 0.907827 \n", - "2 3 [2] [0] 0 12 0.907665 \n", - "3 20 [4] [1] 1 21 0.836679 \n", - "4 14 [4] [0] 0 12 0.836600 \n", - "\n", - " Useful Accuracy Useful Coverage Accuracy Match Cover Correct Cover \\\n", - "0 0.293578 32.0 0.646789 218 141 \n", - "1 0.293578 32.0 0.646789 218 141 \n", - "2 0.275862 32.0 0.637931 232 148 \n", - "3 0.266968 29.5 0.633484 221 140 \n", - "4 0.257642 29.5 0.628821 229 144 \n", - "\n", - " Mean Absolute Error Prediction Outcome Range Probability \\\n", - "0 NaN NaN NaN \n", - "1 NaN NaN NaN \n", - "2 NaN NaN NaN \n", - "3 NaN NaN NaN \n", - "4 NaN NaN NaN \n", - "\n", - " Birth Iteration Specified Count Average Match Set Size \\\n", - "0 11 1 94.799537 \n", - "1 11 1 94.799537 \n", - "2 1 1 98.745193 \n", - "3 15 1 95.344164 \n", - "4 8 1 97.272016 \n", - "\n", - " Deletion Probabiilty \n", - "0 0.025725 \n", - "1 0.002858 \n", - "2 0.011911 \n", - "3 0.012477 \n", - "4 0.022632 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "# Load the previously trained rule population from the saved .cvs file as a dataframe\n", - "pop_df = pd.read_csv('output/A_multiplexer_6_bit_500_inst_CV_Train_1/rule_pop.csv')\n", - "pop_df.head()" + "# Load the previously trained rule population from the saved .csv file as a dataframe\n", + "pop_df = pd.read_csv('output/'+rule_pop_path)\n", + "pop_df.head()\n", + "\n", + "# For demonstration purposes, we will update the phase I and II iteration to smaller values for the reboot\n", + "iterations = 10000 # (Rule_I) Number of Phase I learning iterations (e.g. 50000)\n", + "model_iterations = 40 # (Model_I) Number of Phase II learning iterations (e.g. 100)" ] }, { @@ -2311,229 +2300,192 @@ "Feature Types: [1, 1, 1, 1, 1, 1]\n", "Missing Values: 0\n", "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0], [0, 1], [1, 0], [0, 1], [1, 0], [1, 0]]\n", + "Categorical Feature Values: [[np.int64(1), np.int64(0)], [np.int64(0), np.int64(1)], [np.int64(1), np.int64(0)], [np.int64(0), np.int64(1)], [np.int64(1), np.int64(0)], [np.int64(1), np.int64(0)]]\n", "Average States: 2.0\n", "Rule Specificity Limit: 6\n", - "Classes: [1, 0]\n", - "Class Counts: {1: 225, 0: 225}\n", - "Class Weights: {1: 0.5, 0: 0.5}\n", + "Classes: [np.int64(1), np.int64(0)]\n", + "Class Counts: {np.int64(1): 225, np.int64(0): 225}\n", + "Class Weights: {np.int64(1): 0.5, np.int64(0): 0.5}\n", "Majority Class: 1\n", "Expert Knowledge Weights Used: True\n", "--------------------------------------------------------------------\n", "Initializing Rule Population via Loaded File!\n", - "Max Rule ID in Loaded Population: 19876\n", - "Loading Rule Population Complete: 90 unique rules and 500 total rules loaded.\n", + "Max Rule ID in Loaded Population: 22241\n", + "Loading Rule Population Complete: 91 unique rules and 500 total rules loaded.\n", "--------------------------------------------------------------------\n", - "Original Population Size: 138\n", - "Post-Cleaning Population Size: 138\n", - "13 rules subsumed with a specificity of 2\n", - "27 rules subsumed with a specificity of 3\n", - "6 rules subsumed with a specificity of 4\n", + "Original Population Size: 91\n", + "Post-Cleaning Population Size: 91\n", + "Post-Subsumption Compaction Population Size: 91\n", + "HEROS Evolution Beginning!\n", + "Archiving: 500\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 1000 0.9 208 500 0.656\n", + "Archiving: 1000\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 221\n", + "Post-Cleaning Population Size: 221\n", + "17 rules subsumed with a specificity of 2\n", + "60 rules subsumed with a specificity of 3\n", + "54 rules subsumed with a specificity of 4\n", + "2 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 88\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 2000 0.889 88 500 1.351\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:2000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 1 0.893 1.0 38 0.494\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 2 0.907 1.0 27 0.981\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 3 0.909 1.0 34 1.442\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 4 0.916 1.0 23 1.825\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 5 0.922 1.0 31 2.204\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 6 0.922 1.0 31 2.571\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 7 0.927 1.0 22 2.939\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 8 0.931 0.971 15 3.296\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.7877394216722057\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 3000 0.906 192 500 5.738\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 202\n", + "Post-Cleaning Population Size: 201\n", + "18 rules subsumed with a specificity of 2\n", + "53 rules subsumed with a specificity of 3\n", + "40 rules subsumed with a specificity of 4\n", + "1 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 89\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 4000 0.906 89 499 6.373\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:2000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 9 0.936 1.0 17 3.694\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 10 0.964 1.0 17 4.069\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 11 0.964 1.0 17 4.382\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 12 0.964 1.0 17 4.771\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 13 0.964 1.0 17 5.112\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 14 0.964 1.0 17 5.402\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 15 0.964 1.0 17 5.659\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 16 0.964 1.0 17 6.019\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.18578045670174903\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 5000 0.901 188 500 9.753\n", + "Archiving: 5000\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 213\n", + "Post-Cleaning Population Size: 213\n", + "17 rules subsumed with a specificity of 2\n", + "63 rules subsumed with a specificity of 3\n", + "43 rules subsumed with a specificity of 4\n", + "2 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 88\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 6000 0.911 88 500 10.425\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:2000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 17 0.964 1.0 17 6.343\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 18 0.964 1.0 17 6.729\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 19 0.964 1.0 17 7.076\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 20 0.964 1.0 17 7.378\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 21 0.964 1.0 17 7.732\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 22 0.964 1.0 17 8.14\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 23 0.964 1.0 17 8.422\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 24 0.964 1.0 17 8.699\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.08748387057121221\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 7000 0.894 209 500 13.79\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 223\n", + "Post-Cleaning Population Size: 223\n", + "17 rules subsumed with a specificity of 2\n", + "63 rules subsumed with a specificity of 3\n", + "52 rules subsumed with a specificity of 4\n", + "1 rules subsumed with a specificity of 5\n", + "Post-Subsumption Compaction Population Size: 90\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 8000 0.897 90 500 14.458\n", + "HEROS (Phase 1) run complete!\n", + "Number of Unique Rules Identified: 0\n", + "Number of Iterations Used:2000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 25 0.964 1.0 17 8.964\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 26 0.964 1.0 17 9.33\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 27 0.964 1.0 17 9.675\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 28 0.973 1.0 18 10.023\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 29 0.973 1.0 18 10.319\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 30 0.973 1.0 18 10.665\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 31 0.973 1.0 17 11.061\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 32 0.973 1.0 17 11.401\n", + "HEROS (Phase 2) run complete!\n", + "Random Seed Check - End: 0.8276400675077251\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 9000 0.893 207 500 17.803\n", + "--------------------------------------------------------------------\n", + "Original Population Size: 223\n", + "Post-Cleaning Population Size: 223\n", + "19 rules subsumed with a specificity of 2\n", + "60 rules subsumed with a specificity of 3\n", + "51 rules subsumed with a specificity of 4\n", + "1 rules subsumed with a specificity of 5\n", "Post-Subsumption Compaction Population Size: 92\n", + " Iteration Pred.Acc.Est. Unique Rule Count Rule Pop Size Total Time\n", + " 10000 0.899 92 500 18.457\n", + "Archiving: 10000\n", "HEROS (Phase 1) run complete!\n", "Number of Unique Rules Identified: 0\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 1 0.882 0.882 10 1.562\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 2 0.887 1.0 47 2.293\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 3 0.887 1.0 47 3.072\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 4 0.898 1.0 39 3.749\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 5 0.922 1.0 17 4.469\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 6 0.922 1.0 17 5.142\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 7 0.962 1.0 33 5.717\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 8 0.962 1.0 33 6.286\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 9 0.962 1.0 33 6.887\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 10 0.962 1.0 33 7.425\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 11 0.962 1.0 33 8.019\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 12 0.984 1.0 15 8.609\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 13 0.991 1.0 18 9.178\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 14 1.0 1.0 13 9.71\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 15 1.0 1.0 13 10.31\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 16 1.0 1.0 13 10.897\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 17 1.0 1.0 13 11.434\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 18 1.0 1.0 13 11.946\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 19 1.0 1.0 13 12.563\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 20 1.0 1.0 13 13.225\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 21 1.0 1.0 13 13.765\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 22 1.0 1.0 12 14.266\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 23 1.0 1.0 11 14.854\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 24 1.0 1.0 10 15.451\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 25 1.0 1.0 10 15.907\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 26 1.0 1.0 10 16.471\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 27 1.0 1.0 10 17.081\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 28 1.0 1.0 9 17.636\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 29 1.0 1.0 9 18.325\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 30 1.0 1.0 9 18.842\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 31 1.0 1.0 9 19.495\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 32 1.0 1.0 9 20.017\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 33 1.0 1.0 9 20.711\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 34 1.0 1.0 9 21.24\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 35 1.0 1.0 9 21.776\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 36 1.0 1.0 9 22.337\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 37 1.0 1.0 8 22.937\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 38 1.0 1.0 8 23.583\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 39 1.0 1.0 8 24.12\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 40 1.0 1.0 8 24.693\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 41 1.0 1.0 8 25.368\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 42 1.0 1.0 8 26.08\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 43 1.0 1.0 8 26.696\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 44 1.0 1.0 8 27.33\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 45 1.0 1.0 8 27.92\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 46 1.0 1.0 8 28.4\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 47 1.0 1.0 8 28.896\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 48 1.0 1.0 8 29.44\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 49 1.0 1.0 8 30.04\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 50 1.0 1.0 8 30.6\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 51 1.0 1.0 8 31.141\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 52 1.0 1.0 8 31.712\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 53 1.0 1.0 8 32.323\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 54 1.0 1.0 8 32.917\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 55 1.0 1.0 8 33.348\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 56 1.0 1.0 8 33.911\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 57 1.0 1.0 8 34.489\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 58 1.0 1.0 8 34.978\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 59 1.0 1.0 8 35.528\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 60 1.0 1.0 8 36.119\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 61 1.0 1.0 8 36.703\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 62 1.0 1.0 8 37.351\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 63 1.0 1.0 8 37.932\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 64 1.0 1.0 8 38.479\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 65 1.0 1.0 8 39.046\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 66 1.0 1.0 8 39.571\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 67 1.0 1.0 8 40.155\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 68 1.0 1.0 8 40.794\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 69 1.0 1.0 8 41.232\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 70 1.0 1.0 8 41.736\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 71 1.0 1.0 8 42.389\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 72 1.0 1.0 8 42.847\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 73 1.0 1.0 8 43.464\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 74 1.0 1.0 8 43.925\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 75 1.0 1.0 8 44.508\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 76 1.0 1.0 8 45.108\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 77 1.0 1.0 8 45.62\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 78 1.0 1.0 8 46.165\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 79 1.0 1.0 8 46.619\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 80 1.0 1.0 8 47.09\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 81 1.0 1.0 8 47.564\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 82 1.0 1.0 8 48.278\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 83 1.0 1.0 8 48.991\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 84 1.0 1.0 8 49.582\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 85 1.0 1.0 8 50.066\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 86 1.0 1.0 8 50.688\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 87 1.0 1.0 8 51.264\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 88 1.0 1.0 8 51.843\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 89 1.0 1.0 8 52.402\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 90 1.0 1.0 8 52.92\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 91 1.0 1.0 8 53.489\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 92 1.0 1.0 8 53.981\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 93 1.0 1.0 8 54.464\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 94 1.0 1.0 8 55.017\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 95 1.0 1.0 8 55.714\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 96 1.0 1.0 8 56.384\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 97 1.0 1.0 8 56.898\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 98 1.0 1.0 8 57.428\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 99 1.0 1.0 8 58.027\n", - " Iteration Training Accuracy Coverage Rules in Model Total Time\n", - "0 100 1.0 1.0 8 58.604\n", + "Number of Iterations Used:2000\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 33 0.973 1.0 17 11.765\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 34 0.973 1.0 17 12.123\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 35 0.973 1.0 17 12.427\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 36 0.978 1.0 12 12.819\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 37 0.978 1.0 12 13.191\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 38 0.978 1.0 12 13.504\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 39 1.0 1.0 11 13.905\n", + " Iteration Training Accuracy Coverage Rules in Model Total Time\n", + " 40 1.0 1.0 11 14.195\n", "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.5884725585444689\n" + "Random Seed Check - End: 0.43306151147896965\n" ] } ], @@ -2541,12 +2493,13 @@ "rule_pop_init = 'load' # Change the rule population initialization run parameter to load (all other parameters kept the same)\n", "\n", "# Initialize HEROS algorithm with run parameters\n", - "heros = HEROS(outcome_type=outcome_type,iterations=iterations,pop_size=pop_size,cross_prob=cross_prob,mut_prob=mut_prob,nu=nu,beta=beta,theta_sel=theta_sel,\n", + "heros_reboot = HEROS(outcome_type=outcome_type,iterations=iterations,pop_size=pop_size,cross_prob=cross_prob,mut_prob=mut_prob,nu=nu,beta=beta,theta_sel=theta_sel,\n", " fitness_function=fitness_function,subsumption=subsumption,rsl=rsl,feat_track=feat_track, model_iterations=model_iterations,\n", " model_pop_size=model_pop_size,model_pop_init=model_pop_init,new_gen=new_gen,merge_prob=merge_prob,rule_pop_init=rule_pop_init,compaction=compaction,\n", - " track_performance=track_performance,model_tracking=model_tracking,stored_rule_iterations=stored_rule_iterations,stored_model_iterations=stored_model_iterations,random_state=random_state, verbose=verbose)\n", + " track_performance=track_performance,model_tracking=model_tracking,stored_rule_iterations=stored_rule_iterations,stored_model_iterations=stored_model_iterations,\n", + " random_state=random_state,verbose=verbose,alternate=alternate,alternate_mode=alternate_mode,feedback=feedback)\n", "\n", - "heros = heros.fit(X, y, row_id, cat_feat_indexes=cat_feat_indexes, pop_df=pop_df, ek=ek)" + "heros_reboot = heros_reboot.fit(X, y, row_id, cat_feat_indexes=cat_feat_indexes, pop_df=pop_df, ek=ek)" ] }, { @@ -2559,63 +2512,75 @@ "name": "stdout", "output_type": "stream", "text": [ - "8 non-dominated models on Pareto-front.\n", + "14 non-dominated models on Pareto-front.\n", "----------------------------------------\n", - "Model testing accuracies: [1.0, 0.96, 0.88, 0.76, 0.5800000000000001, 0.54, 0.54, 0.6]\n", - "Model testing coverages: [1.0, 0.94, 0.92, 1.0, 1.0, 1.0, 1.0, 0.52]\n", - "Model rule counts: [8, 7, 6, 5, 4, 2, 2, 1]\n", + "Model testing accuracies: [1.0, 1.0, 0.96, 0.9199999999999999, 0.88, 0.88, 0.78, 0.76, 0.76, 0.76, 0.76, 0.76, 0.74, 0.64]\n", + "Model testing coverages: [np.float64(1.0), np.float64(1.0), np.float64(0.96), np.float64(0.9), np.float64(0.98), np.float64(0.9), np.float64(0.92), np.float64(0.8), np.float64(0.74), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(0.72), np.float64(0.42)]\n", + "Model rule counts: [11, 11, 10, 9, 8, 6, 5, 5, 4, 3, 3, 3, 2, 1]\n", "----------------------------------------\n", "Best model testing accuracy: 1.0\n", "Best model testing coverage: 1.0\n", - "Best rule count: 8\n", + "Best rule count: 11\n", "Best model index: 0\n", "----------------------------------------\n", - " Condition Indexes Condition Values Action Numerosity Fitness \\\n", - "0 [0, 1, 2] [0, 0, 0] 0 9 1.000000 \n", - "1 [0, 1, 3] [0, 1, 1] 1 7 0.998143 \n", - "2 [0, 1, 2] [0, 0, 1] 1 5 0.998714 \n", - "3 [0, 1, 4] [1, 0, 1] 1 7 0.997857 \n", - "4 [0, 1, 4] [1, 0, 0] 0 4 0.997857 \n", - "5 [0, 1, 5] [1, 1, 0] 0 6 0.996857 \n", - "6 [0, 1, 5] [1, 1, 1] 1 5 0.997429 \n", - "7 [0, 1, 3] [0, 1, 0] 0 5 0.997714 \n", + " Condition Indexes Condition Values Action Numerosity Fitness \\\n", + "0 [1, 2, 4] [0, 1, 1] 1 13 0.998714 \n", + "1 [0, 1, 3] [0, 1, 0] 0 7 0.997714 \n", + "2 [0, 4, 5] [1, 0, 0] 0 9 0.998000 \n", + "3 [0, 1, 5] [1, 1, 1] 1 5 0.997429 \n", + "4 [0, 1, 3] [0, 1, 1] 1 1 0.998143 \n", + "5 [0, 1, 2] [0, 0, 0] 0 6 1.000000 \n", + "6 [0, 1, 5] [1, 1, 0] 0 3 0.996857 \n", + "7 [0, 1, 4] [1, 0, 0] 0 6 0.997857 \n", + "8 [0, 1, 2] [0, 0, 1] 1 4 0.998714 \n", + "9 [0, 2, 3] [0, 1, 1] 1 7 0.997143 \n", + "10 [0, 1, 4] [1, 0, 1] 1 10 0.997857 \n", "\n", - " Useful Accuracy Useful Coverage Accuracy Match Cover Correct Cover \\\n", - "0 1.0 34.0 1.0 68 68 \n", - "1 1.0 28.5 1.0 57 57 \n", - "2 1.0 30.5 1.0 61 61 \n", - "3 1.0 27.5 1.0 55 55 \n", - "4 1.0 27.5 1.0 55 55 \n", - "5 1.0 24.0 1.0 48 48 \n", - "6 1.0 26.0 1.0 52 52 \n", - "7 1.0 27.0 1.0 54 54 \n", + " Useful Accuracy Useful Coverage Accuracy Match Cover Correct Cover \\\n", + "0 1.0 30.5 1.0 61 61 \n", + "1 1.0 27.0 1.0 54 54 \n", + "2 1.0 28.0 1.0 56 56 \n", + "3 1.0 26.0 1.0 52 52 \n", + "4 1.0 28.5 1.0 57 57 \n", + "5 1.0 34.0 1.0 68 68 \n", + "6 1.0 24.0 1.0 48 48 \n", + "7 1.0 27.5 1.0 55 55 \n", + "8 1.0 30.5 1.0 61 61 \n", + "9 1.0 25.0 1.0 50 50 \n", + "10 1.0 27.5 1.0 55 55 \n", "\n", - " Mean Absolute Error Prediction Outcome Range Probability Birth Iteration \\\n", - "0 None None None 0 \n", - "1 None None None 0 \n", - "2 None None None 0 \n", - "3 None None None 0 \n", - "4 None None None 0 \n", - "5 None None None 0 \n", - "6 None None None 0 \n", - "7 None None None 0 \n", + " Mean Absolute Error Prediction Outcome Range Probability Birth Iteration \\\n", + "0 None None None 0 \n", + "1 None None None 0 \n", + "2 None None None 0 \n", + "3 None None None 0 \n", + "4 None None None 0 \n", + "5 None None None 0 \n", + "6 None None None 0 \n", + "7 None None None 0 \n", + "8 None None None 0 \n", + "9 None None None 0 \n", + "10 None None None 0 \n", "\n", - " Specified Count Average Match Set Size Deletion Probabiilty \n", - "0 3 121.211646 0.015134 \n", - "1 3 114.369612 0.008655 \n", - "2 3 116.904356 0.004511 \n", - "3 3 137.258037 0.010390 \n", - "4 3 132.024367 0.003263 \n", - "5 3 116.133317 0.006465 \n", - "6 3 117.204513 0.004528 \n", - "7 3 113.834673 0.004397 \n" + " Specified Count Average Match Set Size Deletion Probabiilty \n", + "0 3 109.048706 0.007553 \n", + "1 3 96.425541 0.013104 \n", + "2 3 98.333002 0.004362 \n", + "3 3 89.790339 0.006227 \n", + "4 3 87.333473 0.000272 \n", + "5 3 99.903499 0.009952 \n", + "6 3 88.093832 0.002201 \n", + "7 3 98.315752 0.009815 \n", + "8 3 93.700073 0.004154 \n", + "9 3 89.696024 0.003983 \n", + "10 3 101.273674 0.028083 \n" ] } ], "source": [ "# Get the best model (as before)\n", - "best_model_index = heros.auto_select_top_model(X_test,y_test,verbose=True)\n", - "set_df = heros.get_model_rules(best_model_index)\n", + "best_model_index = heros_reboot.auto_select_top_model(X_test,y_test,verbose=True)\n", + "set_df = heros_reboot.get_model_rules(best_model_index)\n", "print(set_df) #Print all rules of the top model" ] }, @@ -2644,7 +2609,7 @@ ], "source": [ "# Report performance results for the top model\n", - "predictions = heros.predict(X_test,whole_rule_pop=False, target_model=best_model_index)\n", + "predictions = heros_reboot.predict(X_test,whole_rule_pop=False, target_model=best_model_index)\n", "print(\"HEROS Top Model Testing Data Performance Report:\")\n", "print(classification_report(predictions, y_test, digits=8))" ] @@ -2657,17 +2622,17 @@ "outputs": [], "source": [ "# Save Rule Population as .csv\n", - "rule_pop_df = heros.get_pop()\n", + "rule_pop_df = heros_reboot.get_pop()\n", "rule_pop_df.to_csv(output_path+'/rule_pop_rebooted.csv', index=False)\n", "# Save Model Population as .csv\n", - "model_pop_df = heros.get_model_pop()\n", - "model_pop_df.to_csv(output_path+'/model_pop_rebooted.csv', index=False)" + "model_pop_df = heros_reboot.get_model_pop()\n", + "model_pop_df.to_csv(output_path+'/model_pop_rebooted.csv', index=False)\n" ] } ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "heros_env", "language": "python", "name": "python3" }, @@ -2681,7 +2646,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.12.13" } }, "nbformat": 4, diff --git a/README.md b/README.md index e5c0095..57a3893 100644 --- a/README.md +++ b/README.md @@ -25,7 +25,7 @@ To date, HEROS functionality has been validated on binary classification problem A schematic detailing how the HEROS algorithm works is given below: -![alttext](https://github.com/UrbsLab/heros/blob/main/images/HEROS_1.0_Paper_Schematic_white_back.png?raw=true) +![alttext](https://github.com/UrbsLab/heros/blob/main/images/HEROS_1.1_Paper_Schematic_New4.png?raw=true) *** @@ -188,6 +188,9 @@ The table below gives other HEROS hyperparameters that should generally be left | Hyperparameter | Description | Type/Options | Default Value | | -------------- | ----------- | ------------- | ------------- | +| *rule_pop_init* | Specifies rule population pre-initialization method | None, 'load','dt'| None | +| *alternate* | Number of phase alternations (i.e. Phase I to Phase II transitions) | int | 5 | +| *alternate_mode* | Phase alternation strategy | 'equal', None | 'equal' | | *beta* | Learning parameter - used in calculating average match set size (Phase I) | float | 0.2 | | *theta_sel* | The fraction of the correct set to be included in tournament selection (Phases I & II) | float | 0.5 | | *cross_prob* | The probability of applying crossover in rule discovery with the genetic algorithm (Phases I & II) | float | 0.8 | @@ -219,7 +222,7 @@ This last table gives hyperparameters that are 'in-development' and should be le | *outcome_type* | Defines the type of outcome in the dataset | 'class','quant' | 'class' | | *fitness_function* | Defines the Phase I fitness function used by HEROS. The 'accuracy' option should only be used for clean-signal problems. | 'accuracy','pareto' | 'pareto' | | *feat_track* | Feature tracking strategy applied | None, 'add','wh','end' | None | -| *rule_pop_init* | Specifies rule population pre-initialization method | None, 'load','dt'| None | +| *feedback* | Feedback strategy used between phases when alternation is applied | Bool | False | ### fit() Parameters In addition to the typical *X* and *y* parameters for HEROS's fit function users can utilize the following fit() parameters: @@ -262,13 +265,26 @@ Most recently, in 2024, we released [Survival-LCS](https://github.com/UrbsLab/su *** ## Citing HEROS -If you use HEROS in a scientific publication, cite the following paper: +If you use HEROS in a scientific publication, cite the following paper(s): Gabe Lipschutz-Villa, Harsh Bandhey, Ruonan Yin, Malek Kamoun, Ryan Urbanowicz. 2025. [Rule-based Machine Learning: Separating Rule and Rule-Set Pareto-Optimization for Interpretable Noise-Agnostic Modeling](https://dl.acm.org/doi/10.1145/3712256.3726461) GECCO '25: Proceedings of the Genetic and Evolutionary Computation Conference. 407-415. BibTeX entry: ```bibtex -Not yet available +@inproceedings{lipschutz2025rule, + title={Rule-based Machine Learning: Separating Rule and Rule-Set Pareto-Optimization for Interpretable Noise-Agnostic Modeling}, + author={Lipschutz-Villa, Gabriel and Bandhey, Harsh and Yin, Ruonan and Kamoun, Malek and Urbanowicz, Ryan}, + booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, + pages={407--415}, + year={2025} +} +``` + +Gabe Lipschutz-Villa, Harsh Bandhey, Khoi Dinh, Michael Heider, Malek Kamoun, Ryan Urbanowicz. 2026. [Phase-Alternation and Tree-Initialization to Facilitate Interpretable Rule-based Machine Learning](https://dl.acm.org/doi/10.1145/3712256.3726461) GECCO '26: Proceedings of the Genetic and Evolutionary Computation Conference.(In Press) + +BibTeX entry: +```bibtex +Not Yet Available ``` *** @@ -295,9 +311,11 @@ The study was supported by Cedars Sinai Medical Center and NIH grants R01 AI1730 ### Code Contributors * Ryan Urbanowicz - Developed algorithm concepts, implemented algorithm, led debugging and evaluation -* Gabriel Lipschutz-Villa - Prototyped implementation of Phase II, model initialization strategies, and phase alternation (in development) -* Harsh Bandhey - Prototyped implementation of random forest rule initialization (in development) -* Khoi Dinh - Prototyped implementation of model interpretation visualization +* Gabriel Lipschutz-Villa - Prototyped implementation of Phase II, model initialization strategies, and phase alternation +* Harsh Bandhey - Prototyped implementation of random forest rule initialization +* Akshita Islam - Further prototyped random forest rule initialization +* Khoi Dinh - Prototyped implementation of model interpretation visualization, and contributions to tree-initialization and LLM explanation translator * Ruonan Yin - Developed strategy for calculating distance from the rule-pareto front for Phase I rule fitness * Robert Zhang - Prototyped strategy for rule batch-learning (adapted for HEROS) + diff --git a/dev/DTToRuleSets.ipynb b/dev/DTToRuleSets.ipynb deleted file mode 100644 index edb68ab..0000000 --- a/dev/DTToRuleSets.ipynb +++ /dev/null @@ -1,31505 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 286, - "id": "c9975f3f", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import collections\n", - "from sklearn import tree \n", - "from sklearn import ensemble\n", - "from sklearn import datasets\n", - "from sklearn.tree import _tree\n", - "from sklearn.model_selection import train_test_split\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 287, - "id": "d6415591", - "metadata": {}, - "outputs": [], - "source": [ - "def get_rules(tree, feature_names, class_names):\n", - " tree_ = tree.tree_\n", - " feature_name = [\n", - " feature_names[i] if i != _tree.TREE_UNDEFINED else \"undefined!\"\n", - " for i in tree_.feature\n", - " ]\n", - "\n", - " paths = []\n", - " path = []\n", - " \n", - " def recurse(node, path, paths):\n", - " \n", - " if tree_.feature[node] != _tree.TREE_UNDEFINED:\n", - " name = feature_name[node]\n", - " threshold = tree_.threshold[node]\n", - " p1, p2 = list(path), list(path)\n", - " p1 += [(name, \"<=\", threshold)]\n", - " recurse(tree_.children_left[node], p1, paths)\n", - " p2 += [(name, \">\", threshold)]\n", - " recurse(tree_.children_right[node], p2, paths)\n", - " else:\n", - " path += [(tree_.value[node], tree_.n_node_samples[node], node)]\n", - " paths += [path]\n", - " \n", - " recurse(0, path, paths)\n", - "\n", - " # sort by samples count\n", - " # samples_count = [p[-1][1] for p in paths]\n", - " # ii = list(np.argsort(samples_count))\n", - " # paths = [paths[i] for i in reversed(ii)]\n", - " \n", - " rules = []\n", - " for path in paths:\n", - " rule = list()\n", - " \n", - " for p in path[:-1]:\n", - " # if rule != \"if \":\n", - " # rule += \" and \"\n", - " rule += [p,]\n", - " # rule += \" then \"\n", - " if class_names is None:\n", - " # print(\"Here\", path[-1])\n", - " response = {'pred': path[-1][0][0][0], 'leaf': path[-1][2]}\n", - " else:\n", - " classes = path[-1][0][0]\n", - " l = np.argmax(classes)\n", - " response = {\"class\": class_names[l], \"proba\": {100.0*classes[l]/np.sum(classes)}}\n", - " n_samples = path[-1][1]\n", - " rules += [[rule, response, n_samples],]\n", - " \n", - " return rules" - ] - }, - { - "cell_type": "code", - "execution_count": 288, - "id": "41729014", - "metadata": {}, - "outputs": [], - "source": [ - "def interval_intersection(intervals):\n", - " if not intervals:\n", - " return None\n", - " \n", - " # Initialize with the first interval\n", - " current_intersection = intervals[0]\n", - " \n", - " for interval in intervals[1:]:\n", - " # Find the intersection of the current_intersection and the next interval\n", - " start = max(current_intersection[0], interval[0])\n", - " end = min(current_intersection[1], interval[1])\n", - " \n", - " # If there is no intersection, return None\n", - " if start > end:\n", - " return None\n", - " \n", - " # Update the current_intersection\n", - " current_intersection = [start, end]\n", - " \n", - " return current_intersection\n", - "\n", - "# # Example usage:\n", - "# intervals = [(1, 5), (2, 6), (3, 7), (4, 8)]\n", - "# intersection = interval_intersection(intervals)\n", - "# print(f\"The intersection of the intervals is: {intersection}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 289, - "id": "c01e7333", - "metadata": {}, - "outputs": [], - "source": [ - "def rule_to_interval(rule):\n", - " features = dict()\n", - " for feat, op, val in rule:\n", - " if feat in features:\n", - " if op == '<=':\n", - " features[feat].append([-np.inf, val])\n", - " elif op == '>':\n", - " features[feat].append([val, np.inf])\n", - " else:\n", - " if op == '<=':\n", - " features[feat] = [[-np.inf, val], ]\n", - " elif op == '>':\n", - " features[feat]= [[val, np.inf], ]\n", - " for feat in features:\n", - " # print(feat, features)\n", - " features[feat] = interval_intersection(features[feat])\n", - " return features" - ] - }, - { - "cell_type": "code", - "execution_count": 290, - "id": "8d000ca4", - "metadata": {}, - "outputs": [], - "source": [ - "# Load iris dataset\n", - "iris = datasets.load_iris()\n", - "\n", - "# Split the data into features and target\n", - "dataset = iris['data']\n", - "labels = iris['target']\n", - "\n", - "feature_names = iris['feature_names']\n", - "class_names = iris['target_names']" - ] - }, - { - "cell_type": "code", - "execution_count": 291, - "id": "93f4fc1b", - "metadata": {}, - "outputs": [], - "source": [ - " # Create a decision tree classifier object\n", - "clf = ensemble.RandomForestClassifier(random_state=42)\n", - " \n", - "# Train the decision tree classifier\n", - "clf = clf.fit(dataset, labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 292, - "id": "da027d1e", - "metadata": {}, - "outputs": [], - "source": [ - "clfs = clf.estimators_" - ] - }, - { - "cell_type": "code", - "execution_count": 293, - "id": "5c08ae53", - "metadata": {}, - "outputs": [], - "source": [ - "# Convert the decision tree to human readable rules\n", - "rules_set = [get_rules(clfs[i], feature_names, class_names) for i in range(len(clfs))]" - ] - }, - { - "cell_type": "code", - "execution_count": 294, - "id": "98a71a70", - "metadata": {}, - "outputs": [], - "source": [ - "for rules in rules_set:\n", - 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"cell_type": "code", - "execution_count": 298, - "id": "8ee6133b", - "metadata": {}, - "outputs": [], - "source": [ - "# Convert the decision tree to human readable rules\n", - "rules_set = [get_rules(clfs[i], feature_names, class_names) for i in range(len(clfs))]" - ] - }, - { - "cell_type": "code", - "execution_count": 302, - "id": "9f592623", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[('bmi', [-inf, -0.07626373693346977]),\n", - " ('s5', [-inf, -0.04762060381472111]),\n", - " ('bp', [-inf, 0.02531522512435913]),\n", - " ('s6', [-inf, -0.09220404922962189]),\n", - " ('s2', [-inf, -0.03341159410774708])],\n", - " {'class': 'setosa', 'proba': {100.0}},\n", - " 1]" - ] - }, - "execution_count": 302, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rules_set[0][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 300, - "id": "596c18ef", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - 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0.0317962309345603]), ('bmi', [0.06870198622345924, inf]), ('s3', [-0.01394774322398007, inf])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-inf, -0.029126054607331753]), ('s1', [-inf, 0.10713131353259087])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-inf, -0.029126054607331753]), ('s1', [0.10713131353259087, inf])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-0.029126054607331753, -0.012779632117599249]), ('s1', [-inf, 0.005310804583132267])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-0.029126054607331753, -0.012779632117599249]), ('s1', [0.005310804583132267, inf]), ('s6', [-inf, 0.02791705005802214])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-0.029126054607331753, -0.012779632117599249]), ('s1', [0.005310804583132267, inf]), ('s6', [0.02791705005802214, inf])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-0.012779632117599249, -0.005514555086847395])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [-0.005514555086847395, 0.0035667913616634905])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [0.0035667913616634905, inf]), ('bp', [-inf, 0.09072976931929588]), ('s2', [-inf, -0.012430647853761911]), ('s6', [-inf, 0.007206517271697521])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [0.0035667913616634905, inf]), ('bp', [-inf, 0.09072976931929588]), ('s2', [-inf, -0.012430647853761911]), ('s6', [0.007206517271697521, inf]), ('s3', [-inf, -0.03051511337980628])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [0.0035667913616634905, inf]), ('bp', [-inf, 0.09072976931929588]), ('s2', [-inf, -0.012430647853761911]), ('s6', [0.007206517271697521, inf]), ('s3', [-0.03051511337980628, inf])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [0.0035667913616634905, inf]), ('bp', [-inf, 0.09072976931929588]), ('s2', [-0.012430647853761911, inf])]\n", - "[('s5', [0.0317962309345603, inf]), ('bmi', [0.06870198622345924, inf]), ('age', [0.0035667913616634905, inf]), ('bp', [0.09072976931929588, inf])]\n" - ] - } - ], - "source": [ - "for rules in rules_set:\n", - " for rule in rules:\n", - " rule[0] = list(rule_to_interval(rule[0]).items())\n", - " print(rule[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 304, - "id": "280c8b25", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[('bmi', [-inf, -0.07626373693346977]),\n", - " ('s5', [-inf, -0.04762060381472111]),\n", - " ('bp', [-inf, 0.02531522512435913]),\n", - " ('s6', [-inf, -0.09220404922962189]),\n", - " ('s2', [-inf, -0.03341159410774708])],\n", - " {'class': 'setosa', 'proba': {100.0}},\n", - " 1]" - ] - }, - "execution_count": 304, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rules_set[0][0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c0aaef31", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/dev/DTToRules.ipynb b/dev/DTToRules.ipynb deleted file mode 100644 index 99e6f5d..0000000 --- a/dev/DTToRules.ipynb +++ /dev/null @@ -1,7477 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 508, - "id": "c9975f3f", - "metadata": {}, - "outputs": [], - "source": [ - "import copy\n", - "import numpy as np\n", - "import pandas as pd\n", - "import collections\n", - "from sklearn import tree \n", - "from sklearn.tree import _tree\n", - "from sklearn.model_selection import train_test_split\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 509, - "id": "d6415591", - "metadata": {}, - "outputs": [], - "source": [ - "def get_rules(tree, feature_names, class_names):\n", - " tree_ = tree.tree_\n", - " feature_name = [\n", - " feature_names[i] if i != _tree.TREE_UNDEFINED else \"undefined!\"\n", - " for i in tree_.feature\n", - " ]\n", - "\n", - " paths = []\n", - " path = []\n", - " \n", - " def recurse(node, path, paths):\n", - " \n", - " if tree_.feature[node] != _tree.TREE_UNDEFINED:\n", - " name = feature_name[node]\n", - " threshold = tree_.threshold[node]\n", - " p1, p2 = list(path), list(path)\n", - " p1 += [(name, \"<=\", threshold)]\n", - " recurse(tree_.children_left[node], p1, paths)\n", - " p2 += [(name, \">\", threshold)]\n", - " recurse(tree_.children_right[node], p2, paths)\n", - " else:\n", - " path += [(tree_.value[node], tree_.n_node_samples[node], node)]\n", - " paths += [path]\n", - " \n", - " recurse(0, path, paths)\n", - "\n", - " # sort by samples count\n", - " # samples_count = [p[-1][1] for p in paths]\n", - " # ii = list(np.argsort(samples_count))\n", - " # paths = [paths[i] for i in reversed(ii)]\n", - " \n", - " rules = []\n", - " for path in paths:\n", - " rule = list()\n", - " \n", - " for p in path[:-1]:\n", - " # if rule != \"if \":\n", - " # rule += \" and \"\n", - " rule += [p,]\n", - " # rule += \" then \"\n", - " if class_names is None:\n", - " # print(\"Here\", path[-1])\n", - " response = {'pred': path[-1][0][0][0], 'leaf': path[-1][2]}\n", - " else:\n", - " classes = path[-1][0][0]\n", - " l = np.argmax(classes)\n", - " response = {\"class\": class_names[l], \"proba\": {100.0*classes[l]/np.sum(classes)}}\n", - " n_samples = path[-1][1]\n", - " rules += [[rule, response, n_samples],]\n", - " \n", - " return rules" - ] - }, - { - "cell_type": "code", - "execution_count": 510, - "id": "dfa0f0de", - "metadata": {}, - "outputs": [], - "source": [ - "def print_single_rule(rule_list):\n", - " for i in range(len(rule_list)):\n", - " rule_tpl = rule_list[i]\n", - " rule_tpl = [str(s) for s in rule_tpl]\n", - " rule_tpl = '('+ ' '.join(rule_tpl) + ')'\n", - " rule_list[i] = rule_tpl\n", - " rule_str = ' AND '.join(rule_list)\n", - " return rule_str" - ] - }, - { - "cell_type": "code", - "execution_count": 511, - "id": "d228be67", - "metadata": {}, - "outputs": [], - "source": [ - "def print_rules(rules, clf=None, dataset=None, labels=None):\n", - " rules = copy.deepcopy(rules)\n", - " # Get Range of Values\n", - " if 'leaf' in rules[0][1]:\n", - " samples = collections.defaultdict(list)\n", - " dec_paths = clf.decision_path(dataset)\n", - "\n", - " for d, dec in enumerate(dec_paths):\n", - " for i in range(clf.tree_.node_count):\n", - " if dec.toarray()[0][i] == 1:\n", - " samples[i].append(labels[d]) \n", - " # Print Total Rules\n", - " print(\"Total Rules\", len(rules))\n", - " # Print the rules\n", - " for r in rules:\n", - " print(\"Rules: \", print_single_rule(r[0]))\n", - " print(\"Prediction: \", r[1])\n", - " print(\"Based on n-samples: \", r[2])\n", - " if 'leaf' in r[1]:\n", - " print(\"Range\", (min(samples[r[1]['leaf']]), max(samples[r[1]['leaf']])))\n", - " print()" - ] - }, - { - "cell_type": "code", - "execution_count": 512, - "id": "5904388d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[(1, 5), (6, 10)]\n" - ] - } - ], - "source": [ - "def optimal_intervals(intervals):\n", - " # Initialize the result list\n", - " result = []\n", - "\n", - " # Initialize the first interval\n", - " current_start, current_end = intervals[0]\n", - "\n", - " for i in range(1, len(intervals)):\n", - " interval_start, interval_end = intervals[i]\n", - "\n", - " if interval_start <= current_end:\n", - " # Merge intervals if they overlap\n", - " current_end = max(current_end, interval_end)\n", - " else:\n", - " # No overlap, add the current interval to the result\n", - " result.append((current_start, current_end))\n", - " # Move to the next interval\n", - " current_start, current_end = interval_start, interval_end\n", - "\n", - " # Add the last interval to the result\n", - " result.append((current_start, current_end))\n", - "\n", - " return result\n", - "\n", - "# Example usage:\n", - "intervals = [[1, 3], [2, 5], [6, 8], [7, 10]]\n", - "print(optimal_intervals(intervals)) # Output: [[1, 5], [6, 10]]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 513, - "id": "b44792d6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1, 4], [5, 8]]\n" - ] - } - ], - "source": [ - "def merge_intervals(intervals):\n", - " # Step 1: Sort the intervals by their start values\n", - " intervals.sort(key=lambda x: x[0])\n", - " \n", - " # Step 2: Initialize an empty list to store the merged intervals\n", - " merged_intervals = []\n", - " \n", - " for interval in intervals:\n", - " # If the merged_intervals list is empty or if the current interval does not overlap with the previous one\n", - " if not merged_intervals or merged_intervals[-1][1] < interval[0]:\n", - " merged_intervals.append(interval)\n", - " else:\n", - " # There is overlap, so we merge the current and previous intervals\n", - " merged_intervals[-1][1] = max(merged_intervals[-1][1], interval[1])\n", - " \n", - " return merged_intervals\n", - "\n", - "# Example usage:\n", - "intervals = [[1, 3], [2, 4], [5, 7], [6, 8]]\n", - "merged = merge_intervals(intervals)\n", - "print(merged) # Output: [[1, 4], [5, 8]]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 514, - "id": "07627d18", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The intersection of the intervals is: [4, 5]\n" - ] - } - ], - "source": [ - "def interval_intersection(intervals):\n", - " if not intervals:\n", - " return None\n", - " \n", - " # Initialize with the first interval\n", - " current_intersection = intervals[0]\n", - " \n", - " for interval in intervals[1:]:\n", - " # Find the intersection of the current_intersection and the next interval\n", - " start = max(current_intersection[0], interval[0])\n", - " end = min(current_intersection[1], interval[1])\n", - " \n", - " # If there is no intersection, return None\n", - " if start > end:\n", - " return None\n", - " \n", - " # Update the current_intersection\n", - " current_intersection = [start, end]\n", - " \n", - " return current_intersection\n", - "\n", - "# Example usage:\n", - "intervals = [(1, 5), (2, 6), (3, 7), (4, 8)]\n", - "intersection = interval_intersection(intervals)\n", - "print(f\"The intersection of the intervals is: {intersection}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 515, - "id": "420f650b", - "metadata": {}, - "outputs": [], - "source": [ - "def rule_to_interval(rule):\n", - " features = dict()\n", - " for feat, op, val in rule:\n", - " if feat in features:\n", - " if op == '<=':\n", - " features[feat].append([-np.inf, val])\n", - " elif op == '>':\n", - " features[feat].append([val, np.inf])\n", - " else:\n", - " if op == '<=':\n", - " features[feat] = [[-np.inf, val], ]\n", - " elif op == '>':\n", - " features[feat]= [[val, np.inf], ]\n", - " for feat in features:\n", - " # features[feat] = sorted(features[feat])\n", - " # print(feat, features[feat])\n", - " features[feat] = interval_intersection(features[feat])\n", - " return features" - ] - }, - { - "cell_type": "code", - "execution_count": 516, - "id": "8d000ca4", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn import datasets\n", - "\n", - "# Load iris dataset\n", - "iris = datasets.load_iris()\n", - "\n", - "# Split the data into features and target\n", - "dataset = iris['data']\n", - "labels = iris['target']\n", - "\n", - "feature_names = iris['feature_names']\n", - "class_names = iris['target_names']" - ] - }, - { - "cell_type": "code", - "execution_count": 517, - "id": "93f4fc1b", - "metadata": {}, - "outputs": [], - "source": [ - " # Create a decision tree classifier object\n", - "clf = tree.DecisionTreeClassifier(random_state=42)\n", - " \n", - "# Train the decision tree classifier\n", - "clf = clf.fit(dataset, labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 518, - "id": "1bf48e33", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the decision tree\n", - "plt.figure(figsize=(20, 10)) # Adjust as needed\n", - "_ = tree.plot_tree(clf, \n", - " feature_names=feature_names, \n", - " class_names=class_names,\n", - " filled=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 519, - "id": "714b8630", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "|--- petal length (cm) <= 2.45\n", - "| |--- class: 0\n", - "|--- petal length (cm) > 2.45\n", - "| |--- petal width (cm) <= 1.75\n", - "| | |--- petal length (cm) <= 4.95\n", - "| | | |--- petal width (cm) <= 1.65\n", - "| | | | |--- class: 1\n", - "| | | |--- petal width (cm) > 1.65\n", - "| | | | |--- class: 2\n", - "| | |--- petal length (cm) > 4.95\n", - "| | | |--- petal width (cm) <= 1.55\n", - "| | | | |--- class: 2\n", - "| | | |--- petal width (cm) > 1.55\n", - "| | | | |--- petal length (cm) <= 5.45\n", - "| | | | | |--- class: 1\n", - "| | | | |--- petal length (cm) > 5.45\n", - "| | | | | |--- class: 2\n", - "| |--- petal width (cm) > 1.75\n", - "| | |--- petal length (cm) <= 4.85\n", - "| | | |--- sepal length (cm) <= 5.95\n", - "| | | | |--- class: 1\n", - "| | | |--- sepal length (cm) > 5.95\n", - "| | | | |--- class: 2\n", - "| | |--- petal length (cm) > 4.85\n", - "| | | |--- class: 2\n", - "\n" - ] - } - ], - "source": [ - "# Visualize the decision tree as text\n", - "tree_rules = tree.export_text(clf, feature_names=list(feature_names))\n", - "print(tree_rules)" - ] - }, - { - "cell_type": "code", - "execution_count": 520, - "id": "5c08ae53", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total Rules 9\n", - "Rules: (petal length (cm) <= 2.449999988079071)\n", - "Prediction: {'class': 'setosa', 'proba': {100.0}}\n", - "Based on n-samples: 50\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) <= 1.75) AND (petal length (cm) <= 4.950000047683716) AND (petal width (cm) <= 1.6500000357627869)\n", - "Prediction: {'class': 'versicolor', 'proba': {100.0}}\n", - "Based on n-samples: 47\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) <= 1.75) AND (petal length (cm) <= 4.950000047683716) AND (petal width (cm) > 1.6500000357627869)\n", - "Prediction: {'class': 'virginica', 'proba': {100.0}}\n", - "Based on n-samples: 1\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) <= 1.75) AND (petal length (cm) > 4.950000047683716) AND (petal width (cm) <= 1.550000011920929)\n", - "Prediction: {'class': 'virginica', 'proba': {100.0}}\n", - "Based on n-samples: 3\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) <= 1.75) AND (petal length (cm) > 4.950000047683716) AND (petal width (cm) > 1.550000011920929) AND (petal length (cm) <= 5.450000047683716)\n", - "Prediction: {'class': 'versicolor', 'proba': {100.0}}\n", - "Based on n-samples: 2\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) <= 1.75) AND (petal length (cm) > 4.950000047683716) AND (petal width (cm) > 1.550000011920929) AND (petal length (cm) > 5.450000047683716)\n", - "Prediction: {'class': 'virginica', 'proba': {100.0}}\n", - "Based on n-samples: 1\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) > 1.75) AND (petal length (cm) <= 4.8500001430511475) AND (sepal length (cm) <= 5.950000047683716)\n", - "Prediction: {'class': 'versicolor', 'proba': {100.0}}\n", - "Based on n-samples: 1\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) > 1.75) AND (petal length (cm) <= 4.8500001430511475) AND (sepal length (cm) > 5.950000047683716)\n", - "Prediction: {'class': 'virginica', 'proba': {100.0}}\n", - "Based on n-samples: 2\n", - "\n", - "Rules: (petal length (cm) > 2.449999988079071) AND (petal width (cm) > 1.75) AND (petal length (cm) > 4.8500001430511475)\n", - "Prediction: {'class': 'virginica', 'proba': {100.0}}\n", - "Based on n-samples: 43\n", - "\n" - ] - } - ], - "source": [ - "# Convert the decision tree to human readable rules\n", - "rules = get_rules(clf, feature_names, class_names)\n", - "\n", - "# Print the rules\n", - "print_rules(rules)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 521, - "id": "a551db7a", - "metadata": {}, - "outputs": [], - "source": [ - "for rule in rules:\n", - " rule[0] = list(rule_to_interval(rule[0]).items())" - ] - }, - { - "cell_type": "code", - "execution_count": 522, - "id": "2e17e021", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[[('petal length (cm)', [-inf, 2.449999988079071])],\n", - " {'class': 'setosa', 'proba': {100.0}},\n", - " 50],\n", - " [[('petal length (cm)', [2.449999988079071, 4.950000047683716]),\n", - " ('petal width (cm)', [-inf, 1.6500000357627869])],\n", - " {'class': 'versicolor', 'proba': {100.0}},\n", - " 47],\n", - " [[('petal length (cm)', [2.449999988079071, 4.950000047683716]),\n", - " ('petal width (cm)', [1.6500000357627869, 1.75])],\n", - " {'class': 'virginica', 'proba': {100.0}},\n", - " 1],\n", - " [[('petal length (cm)', [4.950000047683716, inf]),\n", - " ('petal width (cm)', [-inf, 1.550000011920929])],\n", - " {'class': 'virginica', 'proba': {100.0}},\n", - " 3],\n", - " [[('petal length (cm)', [4.950000047683716, 5.450000047683716]),\n", - " ('petal width (cm)', [1.550000011920929, 1.75])],\n", - " {'class': 'versicolor', 'proba': {100.0}},\n", - " 2],\n", - " [[('petal length (cm)', [5.450000047683716, inf]),\n", - " ('petal width (cm)', [1.550000011920929, 1.75])],\n", - " {'class': 'virginica', 'proba': {100.0}},\n", - " 1],\n", - " [[('petal length (cm)', [2.449999988079071, 4.8500001430511475]),\n", - " ('petal width (cm)', [1.75, inf]),\n", - " ('sepal length (cm)', [-inf, 5.950000047683716])],\n", - " {'class': 'versicolor', 'proba': {100.0}},\n", - " 1],\n", - " [[('petal length (cm)', [2.449999988079071, 4.8500001430511475]),\n", - " ('petal width (cm)', [1.75, inf]),\n", - " ('sepal length (cm)', [5.950000047683716, inf])],\n", - " {'class': 'virginica', 'proba': {100.0}},\n", - " 2],\n", - " [[('petal length (cm)', [4.8500001430511475, inf]),\n", - " ('petal width (cm)', [1.75, inf])],\n", - " {'class': 'virginica', 'proba': {100.0}},\n", - " 43]]" - ] - }, - "execution_count": 522, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rules" - ] - }, - { - "cell_type": "code", - "execution_count": 523, - "id": "4bcf3085", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn import datasets\n", - "\n", - "# Load iris dataset\n", - "diabetes = datasets.load_diabetes()\n", - "\n", - "# Split the data into features and target\n", - "dataset = diabetes['data']\n", - "labels = diabetes['target']\n", - "\n", - "feature_names = diabetes['feature_names']\n", - "# class_names = diabetes['target_names']" - ] - }, - { - "cell_type": "code", - "execution_count": 524, - "id": "ca3a2fd6", - "metadata": {}, - "outputs": [], - "source": [ - " # Create a decision tree classifier object\n", - "clf = tree.DecisionTreeRegressor(max_depth=len(feature_names) * 2,random_state=42)\n", - " \n", - "# Train the decision tree classifier\n", - "clf = clf.fit(dataset, labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 525, - "id": "96b0475c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the decision tree\n", - "plt.figure(figsize=(20, 10)) # Adjust as needed\n", - "_ = tree.plot_tree(clf, \n", - " feature_names=feature_names, \n", - " filled=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 526, - "id": "71c6415b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "|--- s5 <= -0.00\n", - "| |--- bmi <= 0.01\n", - "| | |--- s3 <= 0.02\n", - "| | | |--- s2 <= 0.09\n", - "| | | | |--- sex <= 0.00\n", - "| | | | | |--- bp <= -0.03\n", - "| | | | | | |--- age <= -0.05\n", - "| | | | | | | |--- bp <= -0.09\n", - "| | | | | | | | |--- value: [55.00]\n", - "| | | | | | | |--- bp > -0.09\n", - "| | | | | | | | |--- bp <= -0.05\n", - "| | | | | | | | | |--- bp <= -0.07\n", - "| | | | | | | | | | |--- value: [200.00]\n", - "| | | | | | | | | |--- bp > -0.07\n", - "| | | | | | | | | | |--- s1 <= -0.04\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | | |--- s1 > -0.04\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | |--- bp > -0.05\n", - "| | | | | | | | | |--- s1 <= -0.04\n", - "| | | | | | | | | | |--- value: [134.00]\n", - "| | | | | | | | | |--- s1 > -0.04\n", - "| | | | | | | | | | |--- value: [69.00]\n", - "| | | | | | |--- age > -0.05\n", - "| | | | | | | |--- s1 <= 0.01\n", - "| | | | | | | | |--- s3 <= 0.00\n", - "| | | | | | | | | |--- bp <= -0.04\n", - "| | | | | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | | | | |--- value: [96.00]\n", - "| | | | | | | | | |--- bp > -0.04\n", - "| | | | | | | | | | |--- value: [97.00]\n", - "| | | | | | | | |--- s3 > 0.00\n", - "| | | | | | | | | |--- bmi <= -0.06\n", - "| | | | | | | | | | |--- s3 <= 0.01\n", - "| | | | | | | | | | | |--- value: [53.00]\n", - "| | | | | | | | | | |--- s3 > 0.01\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | |--- bmi > -0.06\n", - "| | | | | | | | | | |--- s6 <= -0.03\n", - "| | | | | | | | | | | |--- value: [31.00]\n", - "| | | | | | | | | | |--- s6 > -0.03\n", - "| | | | | | | | | | | |--- value: [42.00]\n", - "| | | | | | | |--- s1 > 0.01\n", - "| | | | | | | | |--- s2 <= 0.04\n", - "| | | | | | | | | |--- value: [128.00]\n", - "| | | | | | | | |--- s2 > 0.04\n", - "| | | | | | | | | |--- value: [183.00]\n", - "| | | | | |--- bp > -0.03\n", - "| | | | | | |--- bp <= -0.03\n", - "| | | | | | | |--- s2 <= -0.01\n", - "| | | | | | | | |--- s1 <= -0.05\n", - "| | | | | | | | | |--- value: [190.00]\n", - "| | | | | | | | |--- s1 > -0.05\n", - "| | | | | | | | | |--- value: [181.00]\n", - "| | | | | | | |--- s2 > -0.01\n", - "| | | | | | | | |--- value: [214.00]\n", - "| | | | | | |--- bp > -0.03\n", - "| | | | | | | |--- bp <= 0.10\n", - "| | | | | | | | |--- s3 <= 0.01\n", - "| | | | | | | | | |--- bp <= 0.03\n", - "| | | | | | | | | | |--- s6 <= -0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | | |--- s6 > -0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 4\n", - "| | | | | | | | | |--- bp > 0.03\n", - "| | | | | | | | | | |--- value: [50.00]\n", - "| | | | | | | | |--- s3 > 0.01\n", - "| | | | | | | | | |--- s1 <= -0.03\n", - "| | | | | | | | | | |--- value: [25.00]\n", - "| | | | | | | | | |--- s1 > -0.03\n", - "| | | | | | | | | | |--- s6 <= -0.03\n", - "| | | | | | | | | | | |--- value: [144.00]\n", - "| | | | | | | | | | |--- s6 > -0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | |--- bp > 0.10\n", - "| | | | | | | | |--- value: [216.00]\n", - "| | | | |--- sex > 0.00\n", - "| | | | | |--- s6 <= -0.03\n", - "| | | | | | |--- bmi <= -0.05\n", - "| | | | | | | |--- s3 <= -0.00\n", - "| | | | | | | | |--- s5 <= -0.06\n", - "| | | | | | | | | |--- age <= -0.07\n", - "| | | | | | | | | | |--- value: [55.00]\n", - "| | | | | | | | | |--- age > -0.07\n", - "| | | | | | | | | | |--- bp <= -0.04\n", - "| | | | | | | | | | | |--- value: [83.00]\n", - "| | | | | | | | | | |--- bp > -0.04\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | |--- s5 > -0.06\n", - "| | | | | | | | | |--- bmi <= -0.07\n", - "| | | | | | | | | | |--- s5 <= -0.02\n", - "| | | | | | | | | | | |--- value: [101.00]\n", - "| | | | | | | | | | |--- s5 > -0.02\n", - "| | | | | | | | | | | |--- value: [104.00]\n", - "| | | | | | | | | |--- bmi > -0.07\n", - "| | | | | | | | | | |--- value: [88.00]\n", - "| | | | | | | |--- s3 > -0.00\n", - "| | | | | | | | |--- value: [138.00]\n", - "| | | | | | |--- bmi > -0.05\n", - "| | | | | | | |--- bmi <= -0.01\n", - "| | | | | | | | |--- s5 <= -0.10\n", - "| | | | | | | | | |--- value: [78.00]\n", - "| | | | | | | | |--- s5 > -0.10\n", - "| | | | | | | | | |--- s2 <= -0.06\n", - "| | | | | | | | | | |--- value: [71.00]\n", - "| | | | | | | | | |--- s2 > -0.06\n", - "| | | | | | | | | | |--- s3 <= -0.02\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | | |--- s3 > -0.02\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | |--- bmi > -0.01\n", - "| | | | | | | | |--- value: [92.00]\n", - "| | | | | |--- s6 > -0.03\n", - "| | | | | | |--- s3 <= 0.00\n", - "| | | | | | | |--- age <= 0.08\n", - "| | | | | | | | |--- bmi <= -0.01\n", - "| | | | | | | | | |--- s2 <= -0.02\n", - "| | | | | | | | | | |--- s3 <= -0.01\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | | | | |--- s3 > -0.01\n", - "| | | | | | | | | | | |--- value: [71.00]\n", - "| | | | | | | | | |--- s2 > -0.02\n", - "| | | | | | | | | | |--- bmi <= -0.02\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | | | | |--- bmi > -0.02\n", - "| | | | | | | | | | | |--- truncated branch of depth 6\n", - "| | | | | | | | |--- bmi > -0.01\n", - "| | | | | | | | | |--- bp <= 0.01\n", - "| | | | | | | | | | |--- bmi <= -0.00\n", - "| | | | | | | | | | | |--- value: [81.00]\n", - "| | | | | | | | | | |--- bmi > -0.00\n", - "| | | | | | | | | | | |--- value: [67.00]\n", - "| | | | | | | | | |--- bp > 0.01\n", - "| | | | | | | | | | |--- bp <= 0.02\n", - "| | | | | | | | | | | |--- value: [60.00]\n", - "| | | | | | | | | | |--- bp > 0.02\n", - "| | | | | | | | | | | |--- value: [44.00]\n", - "| | | | | | | |--- age > 0.08\n", - "| | | | | | | | |--- value: [199.00]\n", - "| | | | | | |--- s3 > 0.00\n", - "| | | | | | | |--- age <= 0.01\n", - "| | | | | | | | |--- bmi <= -0.03\n", - "| | | | | | | | | |--- age <= -0.03\n", - "| | | | | | | | | | |--- age <= -0.06\n", - "| | | | | | | | | | | |--- value: [116.00]\n", - "| | | | | | | | | | |--- age > -0.06\n", - "| | | | | | | | | | | |--- value: [118.00]\n", - "| | | | | | | | | |--- age > -0.03\n", - "| | | | | | | | | | |--- value: [135.00]\n", - "| | | | | | | | |--- bmi > -0.03\n", - "| | | | | | | | | |--- age <= -0.04\n", - "| | | | | | | | | | |--- value: [49.00]\n", - "| | | | | | | | | |--- age > -0.04\n", - "| | | | | | | | | | |--- value: [88.00]\n", - "| | | | | | | |--- age > 0.01\n", - "| | | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | | |--- s3 <= 0.01\n", - "| | | | | | | | | | |--- value: [219.00]\n", - "| | | | | | | | | |--- s3 > 0.01\n", - "| | | | | | | | | | |--- value: [200.00]\n", - "| | | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | | |--- value: [177.00]\n", - "| | | |--- s2 > 0.09\n", - "| | | | |--- sex <= 0.00\n", - "| | | | | |--- value: [230.00]\n", - "| | | | |--- sex > 0.00\n", - "| | | | | |--- value: [253.00]\n", - "| | |--- s3 > 0.02\n", - "| | | |--- sex <= 0.00\n", - "| | | | |--- bmi <= -0.06\n", - "| | | | | |--- age <= -0.10\n", - "| | | | | | |--- value: [137.00]\n", - "| | | | | |--- age > -0.10\n", - "| | | | | | |--- s5 <= -0.06\n", - "| | | | | | | |--- bmi <= -0.08\n", - "| | | | | | | | |--- value: [90.00]\n", - "| | | | | | | |--- bmi > -0.08\n", - "| | | | | | | | |--- value: [85.00]\n", - "| | | | | | |--- s5 > -0.06\n", - "| | | | | | | |--- bp <= -0.08\n", - "| | | | | | | | |--- s3 <= 0.05\n", - "| | | | | | | | | |--- value: [72.00]\n", - "| | | | | | | | |--- s3 > 0.05\n", - "| | | | | | | | | |--- value: [96.00]\n", - "| | | | | | | |--- bp > -0.08\n", - "| | | | | | | | |--- bp <= -0.06\n", - "| | | | | | | | | |--- s5 <= -0.04\n", - "| | | | | | | | | | |--- value: [72.00]\n", - "| | | | | | | | | |--- s5 > -0.04\n", - "| | | | | | | | | | |--- s2 <= -0.01\n", - "| | | | | | | | | | | |--- value: [59.00]\n", - "| | | | | | | | | | |--- s2 > -0.01\n", - "| | | | | | | | | | | |--- value: [57.00]\n", - "| | | | | | | | |--- bp > -0.06\n", - "| | | | | | | | | |--- bmi <= -0.06\n", - "| | | | | | | | | | |--- s1 <= -0.03\n", - "| | | | | | | | | | | |--- value: [59.00]\n", - "| | | | | | | | | | |--- s1 > -0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | | | |--- bmi > -0.06\n", - "| | | | | | | | | | |--- value: [37.00]\n", - "| | | | |--- bmi > -0.06\n", - "| | | | | |--- bp <= 0.03\n", - "| | | | | | |--- bmi <= -0.01\n", - "| | | | | | | |--- s5 <= -0.01\n", - "| | | | | | | | |--- age <= -0.04\n", - "| | | | | | | | | |--- s1 <= -0.07\n", - "| | | | | | | | | | |--- s2 <= -0.10\n", - "| | | | | | | | | | | |--- value: [152.00]\n", - "| | | | | | | | | | |--- s2 > -0.10\n", - "| | | | | | | | | | | |--- value: [143.00]\n", - "| | | | | | | | | |--- s1 > -0.07\n", - "| | | | | | | | | | |--- bmi <= -0.04\n", - "| | | | | | | | | | | |--- truncated branch of depth 4\n", - "| | | | | | | | | | |--- bmi > -0.04\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | | |--- age > -0.04\n", - "| | | | | | | | | |--- bmi <= -0.03\n", - "| | | | | | | | | | |--- s1 <= 0.05\n", - "| | | | | | | | | | | |--- truncated branch of depth 10\n", - "| | | | | | | | | | |--- s1 > 0.05\n", - "| | | | | | | | | | | |--- value: [158.00]\n", - "| | | | | | | | | |--- bmi > -0.03\n", - "| | | | | | | | | | |--- s3 <= 0.06\n", - "| | | | | | | | | | | |--- value: [179.00]\n", - "| | | | | | | | | | |--- s3 > 0.06\n", - "| | | | | | | | | | | |--- truncated branch of depth 4\n", - "| | | | | | | |--- s5 > -0.01\n", - "| | | | | | | | |--- s1 <= 0.01\n", - "| | | | | | | | | |--- s5 <= -0.01\n", - "| | | | | | | | | | |--- value: [148.00]\n", - "| | | | | | | | | |--- s5 > -0.01\n", - "| | | | | | | | | | |--- value: [168.00]\n", - "| | | | | | | | |--- s1 > 0.01\n", - "| | | | | | | | | |--- value: [97.00]\n", - "| | | | | | |--- bmi > -0.01\n", - "| | | | | | | |--- s5 <= -0.04\n", - "| | | | | | | | |--- s1 <= 0.02\n", - "| | | | | | | | | |--- age <= -0.01\n", - "| | | | | | | | | | |--- age <= -0.08\n", - "| | | | | | | | | | | |--- value: [68.00]\n", - "| | | | | | | | | | |--- age > -0.08\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | |--- age > -0.01\n", - "| | | | | | | | | | |--- bp <= -0.02\n", - "| | | | | | | | | | | |--- value: [39.00]\n", - "| | | | | | | | | | |--- bp > -0.02\n", - "| | | | | | | | | | | |--- value: [49.00]\n", - "| | | | | | | | |--- s1 > 0.02\n", - "| | | | | | | | | |--- value: [81.00]\n", - "| | | | | | | |--- s5 > -0.04\n", - "| | | | | | | | |--- s1 <= 0.02\n", - "| | | | | | | | | |--- s3 <= 0.05\n", - "| | | | | | | | | | |--- value: [113.00]\n", - "| | | | | | | | | |--- s3 > 0.05\n", - "| | | | | | | | | | |--- value: [88.00]\n", - "| | | | | | | | |--- s1 > 0.02\n", - "| | | | | | | | | |--- value: [59.00]\n", - "| | | | | |--- bp > 0.03\n", - "| | | | | | |--- s6 <= 0.02\n", - "| | | | | | | |--- value: [103.00]\n", - "| | | | | | |--- s6 > 0.02\n", - "| | | | | | | |--- value: [182.00]\n", - "| | | |--- sex > 0.00\n", - "| | | | |--- age <= 0.01\n", - "| | | | | |--- s3 <= 0.03\n", - "| | | | | | |--- s6 <= -0.04\n", - "| | | | | | | |--- value: [77.00]\n", - "| | | | | | |--- s6 > -0.04\n", - "| | | | | | | |--- s2 <= 0.02\n", - "| | | | | | | | |--- value: [71.00]\n", - "| | | | | | | |--- s2 > 0.02\n", - "| | | | | | | | |--- value: [65.00]\n", - "| | | | | |--- s3 > 0.03\n", - "| | | | | | |--- age <= -0.03\n", - "| | | | | | | |--- bp <= -0.00\n", - "| | | | | | | | |--- bmi <= -0.05\n", - "| | | | | | | | | |--- value: [39.00]\n", - "| | | | | | | | |--- bmi > -0.05\n", - "| | | | | | | | | |--- value: [42.00]\n", - "| | | | | | | |--- bp > -0.00\n", - "| | | | | | | | |--- value: [45.00]\n", - "| | | | | | |--- age > -0.03\n", - "| | | | | | | |--- bp <= -0.00\n", - "| | | | | | | | |--- bp <= -0.06\n", - "| | | | | | | | | |--- value: [51.00]\n", - "| | | | | | | | |--- bp > -0.06\n", - "| | | | | | | | | |--- s1 <= -0.00\n", - "| | | | | | | | | | |--- value: [52.00]\n", - "| | | | | | | | | |--- s1 > -0.00\n", - "| | | | | | | | | | |--- value: [53.00]\n", - "| | | | | | | |--- bp > -0.00\n", - "| | | | | | | | |--- value: [63.00]\n", - "| | | | |--- age > 0.01\n", - "| | | | | |--- s6 <= 0.01\n", - "| | | | | | |--- s5 <= -0.08\n", - "| | | | | | | |--- value: [47.00]\n", - "| | | | | | |--- s5 > -0.08\n", - "| | | | | | | |--- s6 <= -0.01\n", - "| | | | | | | | |--- s3 <= 0.04\n", - "| | | | | | | | | |--- value: [91.00]\n", - "| | | | | | | | |--- s3 > 0.04\n", - "| | | | | | | | | |--- bmi <= -0.03\n", - "| | | | | | | | | | |--- s3 <= 0.08\n", - "| | | | | | | | | | | |--- value: [75.00]\n", - "| | | | | | | | | | |--- s3 > 0.08\n", - "| | | | | | | | | | | |--- value: [77.00]\n", - "| | | | | | | | | |--- bmi > -0.03\n", - "| | | | | | | | | | |--- value: [80.00]\n", - "| | | | | | | |--- s6 > -0.01\n", - "| | | | | | | | |--- s4 <= -0.01\n", - "| | | | | | | | | |--- value: [66.00]\n", - "| | | | | | | | |--- s4 > -0.01\n", - "| | | | | | | | | |--- value: [63.00]\n", - "| | | | | |--- s6 > 0.01\n", - "| | | | | | |--- s3 <= 0.07\n", - "| | | | | | | |--- s3 <= 0.05\n", - "| | | | | | | | |--- value: [104.00]\n", - "| | | | | | | |--- s3 > 0.05\n", - "| | | | | | | | |--- value: [102.00]\n", - "| | | | | | |--- s3 > 0.07\n", - "| | | | | | | |--- value: [108.00]\n", - "| |--- bmi > 0.01\n", - "| | |--- age <= -0.08\n", - "| | | |--- s6 <= 0.00\n", - "| | | | |--- value: [302.00]\n", - "| | | |--- s6 > 0.00\n", - "| | | | |--- value: [246.00]\n", - "| | |--- age > -0.08\n", - "| | | |--- bp <= 0.01\n", - "| | | | |--- s1 <= -0.05\n", - "| | | | | |--- bmi <= 0.03\n", - "| | | | | | |--- bmi <= 0.01\n", - "| | | | | | | |--- value: [182.00]\n", - "| | | | | | |--- bmi > 0.01\n", - "| | | | | | | |--- s1 <= -0.05\n", - "| | | | | | | | |--- value: [210.00]\n", - "| | | | | | | |--- s1 > -0.05\n", - "| | | | | | | | |--- value: [201.00]\n", - "| | | | | |--- bmi > 0.03\n", - "| | | | | | |--- sex <= 0.00\n", - "| | | | | | | |--- bp <= -0.03\n", - "| | | | | | | | |--- value: [136.00]\n", - "| | | | | | | |--- bp > -0.03\n", - "| | | | | | | | |--- value: [142.00]\n", - "| | | | | | |--- sex > 0.00\n", - "| | | | | | | |--- value: [187.00]\n", - "| | | | |--- s1 > -0.05\n", - "| | | | | |--- s2 <= 0.04\n", - "| | | | | | |--- s4 <= -0.01\n", - "| | | | | | | |--- bp <= -0.00\n", - "| | | | | | | | |--- s3 <= 0.01\n", - "| | | | | | | | | |--- value: [55.00]\n", - "| | | | | | | | |--- s3 > 0.01\n", - "| | | | | | | | | |--- s1 <= -0.02\n", - "| | | | | | | | | | |--- s5 <= -0.04\n", - "| | | | | | | | | | | |--- value: [95.00]\n", - "| | | | | | | | | | |--- s5 > -0.04\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | |--- s1 > -0.02\n", - "| | | | | | | | | | |--- s1 <= 0.00\n", - "| | | | | | | | | | | |--- value: [129.00]\n", - "| | | | | | | | | | |--- s1 > 0.00\n", - "| | | | | | | | | | | |--- value: [103.00]\n", - "| | | | | | | |--- bp > -0.00\n", - "| | | | | | | | |--- s6 <= -0.00\n", - "| | | | | | | | | |--- s2 <= -0.02\n", - "| | | | | | | | | | |--- value: [121.00]\n", - "| | | | | | | | | |--- s2 > -0.02\n", - "| | | | | | | | | | |--- value: [141.00]\n", - "| | | | | | | | |--- s6 > -0.00\n", - "| | | | | | | | | |--- value: [182.00]\n", - "| | | | | | |--- s4 > -0.01\n", - "| | | | | | | |--- age <= 0.01\n", - "| | | | | | | | |--- bmi <= 0.04\n", - "| | | | | | | | | |--- s2 <= -0.02\n", - "| | | | | | | | | | |--- value: [184.00]\n", - "| | | | | | | | | |--- s2 > -0.02\n", - "| | | | | | | | | | |--- bmi <= 0.03\n", - "| | | | | | | | | | | |--- value: [172.00]\n", - "| | | | | | | | | | |--- bmi > 0.03\n", - "| | | | | | | | | | | |--- value: [167.00]\n", - "| | | | | | | | |--- bmi > 0.04\n", - "| | | | | | | | | |--- value: [147.00]\n", - "| | | | | | | |--- age > 0.01\n", - "| | | | | | | | |--- age <= 0.04\n", - "| | | | | | | | | |--- s1 <= 0.00\n", - "| | | | | | | | | | |--- s2 <= 0.02\n", - "| | | | | | | | | | | |--- value: [145.00]\n", - "| | | | | | | | | | |--- s2 > 0.02\n", - "| | | | | | | | | | | |--- value: [144.00]\n", - "| | | | | | | | | |--- s1 > 0.00\n", - "| | | | | | | | | | |--- value: [140.00]\n", - "| | | | | | | | |--- age > 0.04\n", - "| | | | | | | | | |--- value: [110.00]\n", - "| | | | | |--- s2 > 0.04\n", - "| | | | | | |--- s3 <= -0.05\n", - "| | | | | | | |--- value: [69.00]\n", - "| | | | | | |--- s3 > -0.05\n", - "| | | | | | | |--- bmi <= 0.04\n", - "| | | | | | | | |--- value: [96.00]\n", - "| | | | | | | |--- bmi > 0.04\n", - "| | | | | | | | |--- value: [91.00]\n", - "| | | |--- bp > 0.01\n", - "| | | | |--- bmi <= 0.04\n", - "| | | | | |--- s2 <= 0.01\n", - "| | | | | | |--- s6 <= -0.01\n", - "| | | | | | | |--- s2 <= -0.03\n", - "| | | | | | | | |--- value: [52.00]\n", - "| | | | | | | |--- s2 > -0.03\n", - "| | | | | | | | |--- value: [70.00]\n", - "| | | | | | |--- s6 > -0.01\n", - "| | | | | | | |--- s4 <= -0.04\n", - "| | | | | | | | |--- value: [170.00]\n", - "| | | | | | | |--- s4 > -0.04\n", - "| | | | | | | | |--- bmi <= 0.01\n", - "| | | | | | | | | |--- value: [127.00]\n", - "| | | | | | | | |--- bmi > 0.01\n", - "| | | | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | | | |--- value: [118.00]\n", - "| | | | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | | | |--- value: [113.00]\n", - "| | | | | |--- s2 > 0.01\n", - "| | | | | | |--- s3 <= -0.05\n", - "| | | | | | | |--- value: [244.00]\n", - "| | | | | | |--- s3 > -0.05\n", - "| | | | | | | |--- s4 <= -0.02\n", - "| | | | | | | | |--- value: [191.00]\n", - "| | | | | | | |--- s4 > -0.02\n", - "| | | | | | | | |--- value: [178.00]\n", - "| | | | |--- bmi > 0.04\n", - "| | | | | |--- s1 <= -0.02\n", - "| | | | | | |--- s6 <= -0.01\n", - "| | | | | | | |--- s2 <= -0.02\n", - "| | | | | | | | |--- value: [259.00]\n", - "| | | | | | | |--- s2 > -0.02\n", - "| | | | | | | | |--- value: [263.00]\n", - "| | | | | | |--- s6 > -0.01\n", - "| | | | | | | |--- bp <= 0.05\n", - "| | | | | | | | |--- value: [288.00]\n", - "| | | | | | | |--- bp > 0.05\n", - "| | | | | | | | |--- value: [293.00]\n", - "| | | | | |--- s1 > -0.02\n", - "| | | | | | |--- s2 <= 0.02\n", - "| | | | | | | |--- s5 <= -0.03\n", - "| | | | | | | | |--- value: [175.00]\n", - "| | | | | | | |--- s5 > -0.03\n", - "| | | | | | | | |--- bp <= 0.06\n", - "| | | | | | | | | |--- value: [109.00]\n", - "| | | | | | | | |--- bp > 0.06\n", - "| | | | | | | | | |--- value: [131.00]\n", - "| | | | | | |--- s2 > 0.02\n", - "| | | | | | | |--- bp <= 0.06\n", - "| | | | | | | | |--- s3 <= -0.02\n", - "| | | | | | | | | |--- value: [198.00]\n", - "| | | | | | | | |--- s3 > -0.02\n", - "| | | | | | | | | |--- value: [200.00]\n", - "| | | | | | | |--- bp > 0.06\n", - "| | | | | | | | |--- value: [257.00]\n", - "|--- s5 > -0.00\n", - "| |--- bmi <= 0.01\n", - "| | |--- bmi <= -0.02\n", - "| | | |--- s1 <= -0.05\n", - "| | | | |--- s2 <= -0.07\n", - "| | | | | |--- age <= -0.10\n", - "| | | | | | |--- value: [140.00]\n", - "| | | | | |--- age > -0.10\n", - "| | | | | | |--- s2 <= -0.08\n", - "| | | | | | | |--- value: [178.00]\n", - "| | | | | | |--- s2 > -0.08\n", - "| | | | | | | |--- value: [185.00]\n", - "| | | | |--- s2 > -0.07\n", - "| | | | | |--- bmi <= -0.02\n", - "| | | | | | |--- value: [252.00]\n", - "| | | | | |--- bmi > -0.02\n", - "| | | | | | |--- value: [156.00]\n", - "| | | |--- s1 > -0.05\n", - "| | | | |--- s6 <= 0.04\n", - "| | | | | |--- s5 <= 0.03\n", - "| | | | | | |--- bmi <= -0.05\n", - "| | | | | | | |--- s3 <= -0.03\n", - "| | | | | | | | |--- s6 <= -0.01\n", - "| | | | | | | | | |--- value: [214.00]\n", - "| | | | | | | | |--- s6 > -0.01\n", - "| | | | | | | | | |--- value: [162.00]\n", - "| | | | | | | |--- s3 > -0.03\n", - "| | | | | | | | |--- age <= -0.00\n", - "| | | | | | | | | |--- bp <= -0.02\n", - "| | | | | | | | | | |--- value: [94.00]\n", - "| | | | | | | | | |--- bp > -0.02\n", - "| | | | | | | | | | |--- s6 <= -0.02\n", - "| | | | | | | | | | | |--- value: [83.00]\n", - "| | | | | | | | | | |--- s6 > -0.02\n", - "| | | | | | | | | | | |--- value: [86.00]\n", - "| | | | | | | | |--- age > -0.00\n", - "| | | | | | | | | |--- bp <= 0.01\n", - "| | | | | | | | | | |--- value: [153.00]\n", - "| | | | | | | | | |--- bp > 0.01\n", - "| | | | | | | | | | |--- value: [170.00]\n", - "| | | | | | |--- bmi > -0.05\n", - "| | | | | | | |--- s2 <= -0.00\n", - "| | | | | | | | |--- age <= 0.03\n", - "| | | | | | | | | |--- bmi <= -0.03\n", - "| | | | | | | | | | |--- value: [42.00]\n", - "| | | | | | | | | |--- bmi > -0.03\n", - "| | | | | | | | | | |--- s5 <= 0.02\n", - "| | | | | | | | | | | |--- value: [74.00]\n", - "| | | | | | | | | | |--- s5 > 0.02\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | |--- age > 0.03\n", - "| | | | | | | | | |--- s2 <= -0.01\n", - "| | | | | | | | | | |--- value: [88.00]\n", - "| | | | | | | | | |--- s2 > -0.01\n", - "| | | | | | | | | | |--- age <= 0.05\n", - "| | | | | | | | | | | |--- value: [102.00]\n", - "| | | | | | | | | | |--- age > 0.05\n", - "| | | | | | | | | | | |--- value: [110.00]\n", - "| | | | | | | |--- s2 > -0.00\n", - "| | | | | | | | |--- s2 <= 0.02\n", - "| | | | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | | | |--- value: [93.00]\n", - "| | | | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | | | |--- bp <= -0.01\n", - "| | | | | | | | | | | |--- value: [124.00]\n", - "| | | | | | | | | | |--- bp > -0.01\n", - "| | | | | | | | | | | |--- value: [154.00]\n", - "| | | | | | | | |--- s2 > 0.02\n", - "| | | | | | | | | |--- bmi <= -0.03\n", - "| | | | | | | | | | |--- s5 <= 0.01\n", - "| | | | | | | | | | | |--- value: [102.00]\n", - "| | | | | | | | | | |--- s5 > 0.01\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | |--- bmi > -0.03\n", - "| | | | | | | | | | |--- value: [69.00]\n", - "| | | | | |--- s5 > 0.03\n", - "| | | | | | |--- s3 <= 0.04\n", - "| | | | | | | |--- s5 <= 0.10\n", - "| | | | | | | | |--- bmi <= -0.03\n", - "| | | | | | | | | |--- age <= 0.04\n", - "| | | | | | | | | | |--- s2 <= -0.00\n", - "| | | | | | | | | | | |--- value: [200.00]\n", - "| | | | | | | | | | |--- s2 > -0.00\n", - "| | | | | | | | | | | |--- value: [209.00]\n", - "| | | | | | | | | |--- age > 0.04\n", - "| | | | | | | | | | |--- value: [189.00]\n", - "| | | | | | | | |--- bmi > -0.03\n", - "| | | | | | | | | |--- s4 <= 0.03\n", - "| | | | | | | | | | |--- value: [170.00]\n", - "| | | | | | | | | |--- s4 > 0.03\n", - "| | | | | | | | | | |--- value: [163.00]\n", - "| | | | | | | |--- s5 > 0.10\n", - "| | | | | | | | |--- s3 <= -0.02\n", - "| | | | | | | | | |--- value: [152.00]\n", - "| | | | | | | | |--- s3 > -0.02\n", - "| | | | | | | | | |--- value: [109.00]\n", - "| | | | | | |--- s3 > 0.04\n", - "| | | | | | | |--- s6 <= -0.03\n", - "| | | | | | | | |--- value: [78.00]\n", - "| | | | | | | |--- s6 > -0.03\n", - "| | | | | | | | |--- value: [90.00]\n", - "| | | | |--- s6 > 0.04\n", - "| | | | | |--- s5 <= 0.03\n", - "| | | | | | |--- bmi <= -0.03\n", - "| | | | | | | |--- bp <= 0.02\n", - "| | | | | | | | |--- value: [206.00]\n", - "| | | | | | | |--- bp > 0.02\n", - "| | | | | | | | |--- s3 <= -0.01\n", - "| | | | | | | | | |--- value: [185.00]\n", - "| | | | | | | | |--- s3 > -0.01\n", - "| | | | | | | | | |--- value: [190.00]\n", - "| | | | | | |--- bmi > -0.03\n", - "| | | | | | | |--- s1 <= 0.01\n", - "| | | | | | | | |--- value: [168.00]\n", - "| | | | | | | |--- s1 > 0.01\n", - "| | | | | | | | |--- value: [172.00]\n", - "| | | | | |--- s5 > 0.03\n", - "| | | | | | |--- value: [120.00]\n", - "| | |--- bmi > -0.02\n", - "| | | |--- s5 <= 0.01\n", - "| | | | |--- s3 <= -0.05\n", - "| | | | | |--- s1 <= -0.02\n", - "| | | | | | |--- bp <= 0.04\n", - "| | | | | | | |--- value: [277.00]\n", - "| | | | | | |--- bp > 0.04\n", - "| | | | | | | |--- value: [257.00]\n", - "| | | | | |--- s1 > -0.02\n", - "| | | | | | |--- s1 <= 0.00\n", - "| | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | |--- value: [150.00]\n", - "| | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | |--- value: [129.00]\n", - "| | | | | | |--- s1 > 0.00\n", - "| | | | | | | |--- value: [235.00]\n", - "| | | | |--- s3 > -0.05\n", - "| | | | | |--- s6 <= 0.00\n", - "| | | | | | |--- age <= -0.07\n", - "| | | | | | | |--- value: [200.00]\n", - "| | | | | | |--- age > -0.07\n", - "| | | | | | | |--- s3 <= 0.06\n", - "| | | | | | | | |--- age <= -0.01\n", - "| | | | | | | | | |--- value: [151.00]\n", - "| | | | | | | | |--- age > -0.01\n", - "| | | | | | | | | |--- s1 <= 0.00\n", - "| | | | | | | | | | |--- value: [131.00]\n", - "| | | | | | | | | |--- s1 > 0.00\n", - "| | | | | | | | | | |--- s6 <= -0.01\n", - "| | | | | | | | | | | |--- value: [141.00]\n", - "| | | | | | | | | | |--- s6 > -0.01\n", - "| | | | | | | | | | | |--- value: [139.00]\n", - "| | | | | | | |--- s3 > 0.06\n", - "| | | | | | | | |--- value: [109.00]\n", - "| | | | | |--- s6 > 0.00\n", - "| | | | | | |--- s2 <= -0.02\n", - "| | | | | | | |--- value: [48.00]\n", - "| | | | | | |--- s2 > -0.02\n", - "| | | | | | | |--- s5 <= 0.00\n", - "| | | | | | | | |--- s6 <= 0.05\n", - "| | | | | | | | | |--- value: [73.00]\n", - "| | | | | | | | |--- s6 > 0.05\n", - "| | | | | | | | | |--- value: [85.00]\n", - "| | | | | | | |--- s5 > 0.00\n", - "| | | | | | | | |--- s4 <= -0.02\n", - "| | | | | | | | | |--- value: [109.00]\n", - "| | | | | | | | |--- s4 > -0.02\n", - "| | | | | | | | | |--- s6 <= 0.08\n", - "| | | | | | | | | | |--- bp <= 0.04\n", - "| | | | | | | | | | | |--- value: [94.00]\n", - "| | | | | | | | | | |--- bp > 0.04\n", - "| | | | | | | | | | | |--- value: [91.00]\n", - "| | | | | | | | | |--- s6 > 0.08\n", - "| | | | | | | | | | |--- value: [100.00]\n", - "| | | |--- s5 > 0.01\n", - "| | | | |--- s6 <= 0.03\n", - "| | | | | |--- s6 <= -0.00\n", - "| | | | | | |--- s5 <= 0.03\n", - "| | | | | | | |--- bp <= 0.04\n", - "| | | | | | | | |--- s1 <= -0.02\n", - "| | | | | | | | | |--- s2 <= -0.02\n", - "| | | | | | | | | | |--- value: [276.00]\n", - "| | | | | | | | | |--- s2 > -0.02\n", - "| | | | | | | | | | |--- value: [292.00]\n", - "| | | | | | | | |--- s1 > -0.02\n", - "| | | | | | | | | |--- s6 <= -0.04\n", - "| | | | | | | | | | |--- s4 <= 0.02\n", - "| | | | | | | | | | | |--- value: [258.00]\n", - "| | | | | | | | | | |--- s4 > 0.02\n", - "| | | | | | | | | | | |--- value: [245.00]\n", - "| | | | | | | | | |--- s6 > -0.04\n", - "| | | | | | | | | | |--- s3 <= -0.01\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | | |--- s3 > -0.01\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | |--- bp > 0.04\n", - "| | | | | | | | |--- age <= -0.00\n", - "| | | | | | | | | |--- value: [181.00]\n", - "| | | | | | | | |--- age > -0.00\n", - "| | | | | | | | | |--- s6 <= -0.01\n", - "| | | | | | | | | | |--- value: [138.00]\n", - "| | | | | | | | | |--- s6 > -0.01\n", - "| | | | | | | | | | |--- value: [143.00]\n", - "| | | | | | |--- s5 > 0.03\n", - "| | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | |--- s3 <= -0.07\n", - "| | | | | | | | | |--- s1 <= -0.02\n", - "| | | | | | | | | | |--- value: [126.00]\n", - "| | | | | | | | | |--- s1 > -0.02\n", - "| | | | | | | | | | |--- value: [142.00]\n", - "| | | | | | | | |--- s3 > -0.07\n", - "| | | | | | | | | |--- value: [101.00]\n", - "| | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | |--- s6 <= -0.03\n", - "| | | | | | | | | |--- sex <= 0.00\n", - "| | | | | | | | | | |--- value: [134.00]\n", - "| | | | | | | | | |--- sex > 0.00\n", - "| | | | | | | | | | |--- value: [171.00]\n", - "| | | | | | | | |--- s6 > -0.03\n", - "| | | | | | | | | |--- bp <= -0.01\n", - "| | | | | | | | | | |--- value: [233.00]\n", - "| | | | | | | | | |--- bp > -0.01\n", - "| | | | | | | | | | |--- age <= 0.03\n", - "| | | | | | | | | | | |--- value: [185.00]\n", - "| | | | | | | | | | |--- age > 0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | |--- s6 > -0.00\n", - "| | | | | | |--- s4 <= 0.10\n", - "| | | | | | | |--- s1 <= 0.06\n", - "| | | | | | | | |--- s1 <= 0.03\n", - "| | | | | | | | | |--- sex <= 0.00\n", - "| | | | | | | | | | |--- s4 <= 0.02\n", - "| | | | | | | | | | | |--- value: [198.00]\n", - "| | | | | | | | | | |--- s4 > 0.02\n", - "| | | | | | | | | | | |--- value: [174.00]\n", - "| | | | | | | | | |--- sex > 0.00\n", - "| | | | | | | | | | |--- s5 <= 0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 4\n", - "| | | | | | | | | | |--- s5 > 0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 4\n", - "| | | | | | | | |--- s1 > 0.03\n", - "| | | | | | | | | |--- s4 <= 0.03\n", - "| | | | | | | | | | |--- s2 <= 0.03\n", - "| | | | | | | | | | | |--- value: [217.00]\n", - "| | | | | | | | | | |--- s2 > 0.03\n", - "| | | | | | | | | | | |--- value: [235.00]\n", - "| | | | | | | | | |--- s4 > 0.03\n", - "| | | | | | | | | | |--- value: [259.00]\n", - "| | | | | | | |--- s1 > 0.06\n", - "| | | | | | | | |--- s3 <= 0.01\n", - "| | | | | | | | | |--- bp <= -0.03\n", - "| | | | | | | | | | |--- s3 <= -0.02\n", - "| | | | | | | | | | | |--- value: [116.00]\n", - "| | | | | | | | | | |--- s3 > -0.02\n", - "| | | | | | | | | | | |--- value: [115.00]\n", - "| | | | | | | | | |--- bp > -0.03\n", - "| | | | | | | | | | |--- value: [131.00]\n", - "| | | | | | | | |--- s3 > 0.01\n", - "| | | | | | | | | |--- s3 <= 0.02\n", - "| | | | | | | | | | |--- value: [67.00]\n", - "| | | | | | | | | |--- s3 > 0.02\n", - "| | | | | | | | | | |--- value: [95.00]\n", - "| | | | | | |--- s4 > 0.10\n", - "| | | | | | | |--- bmi <= 0.00\n", - "| | | | | | | | |--- value: [229.00]\n", - "| | | | | | | |--- bmi > 0.00\n", - "| | | | | | | | |--- value: [249.00]\n", - "| | | | |--- s6 > 0.03\n", - "| | | | | |--- bp <= 0.03\n", - "| | | | | | |--- s1 <= 0.01\n", - "| | | | | | | |--- age <= 0.01\n", - "| | | | | | | | |--- value: [262.00]\n", - "| | | | | | | |--- age > 0.01\n", - "| | | | | | | | |--- value: [220.00]\n", - "| | | | | | |--- s1 > 0.01\n", - "| | | | | | | |--- s5 <= 0.02\n", - "| | | | | | | | |--- value: [179.00]\n", - "| | | | | | | |--- s5 > 0.02\n", - "| | | | | | | | |--- s2 <= 0.03\n", - "| | | | | | | | | |--- value: [123.00]\n", - "| | | | | | | | |--- s2 > 0.03\n", - "| | | | | | | | | |--- value: [142.00]\n", - "| | | | | |--- bp > 0.03\n", - "| | | | | | |--- s3 <= 0.06\n", - "| | | | | | | |--- s1 <= 0.05\n", - "| | | | | | | | |--- bmi <= 0.00\n", - "| | | | | | | | | |--- bmi <= -0.00\n", - "| | | | | | | | | | |--- s4 <= -0.00\n", - "| | | | | | | | | | | |--- value: [283.00]\n", - "| | | | | | | | | | |--- s4 > -0.00\n", - "| | | | | | | | | | | |--- value: [281.00]\n", - "| | | | | | | | | |--- bmi > -0.00\n", - "| | | | | | | | | | |--- value: [292.00]\n", - "| | | | | | | | |--- bmi > 0.00\n", - "| | | | | | | | | |--- bmi <= 0.01\n", - "| | | | | | | | | | |--- value: [311.00]\n", - "| | | | | | | | | |--- bmi > 0.01\n", - "| | | | | | | | | | |--- value: [297.00]\n", - "| | | | | | | |--- s1 > 0.05\n", - "| | | | | | | | |--- s6 <= 0.05\n", - "| | | | | | | | | |--- value: [241.00]\n", - "| | | | | | | | |--- s6 > 0.05\n", - "| | | | | | | | | |--- value: [248.00]\n", - "| | | | | | |--- s3 > 0.06\n", - "| | | | | | | |--- value: [191.00]\n", - "| |--- bmi > 0.01\n", - "| | |--- bmi <= 0.07\n", - "| | | |--- bp <= 0.02\n", - "| | | | |--- s6 <= 0.11\n", - "| | | | | |--- s3 <= -0.07\n", - "| | | | | | |--- s1 <= -0.03\n", - "| | | | | | | |--- value: [272.00]\n", - "| | | | | | |--- s1 > -0.03\n", - "| | | | | | | |--- value: [259.00]\n", - "| | | | | |--- s3 > -0.07\n", - "| | | | | | |--- s5 <= 0.06\n", - "| | | | | | | |--- bmi <= 0.02\n", - "| | | | | | | | |--- s1 <= 0.05\n", - "| | | | | | | | | |--- age <= 0.04\n", - "| | | | | | | | | | |--- s6 <= -0.02\n", - "| | | | | | | | | | | |--- value: [242.00]\n", - "| | | | | | | | | | |--- s6 > -0.02\n", - "| | | | | | | | | | | |--- value: [265.00]\n", - "| | | | | | | | | |--- age > 0.04\n", - "| | | | | | | | | | |--- value: [197.00]\n", - "| | | | | | | | |--- s1 > 0.05\n", - "| | | | | | | | | |--- value: [128.00]\n", - "| | | | | | | |--- bmi > 0.02\n", - "| | | | | | | | |--- s2 <= 0.00\n", - "| | | | | | | | | |--- s1 <= -0.04\n", - "| | | | | | | | | | |--- value: [141.00]\n", - "| | | | | | | | | |--- s1 > -0.04\n", - "| | | | | | | | | | |--- s1 <= -0.03\n", - "| | | | | | | | | | | |--- value: [52.00]\n", - "| | | | | | | | | | |--- s1 > -0.03\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | | | |--- s2 > 0.00\n", - "| | | | | | | | | |--- s4 <= 0.05\n", - "| | | | | | | | | | |--- bp <= 0.00\n", - "| | | | | | | | | | | |--- truncated branch of depth 5\n", - "| | | | | | | | | | |--- bp > 0.00\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | |--- s4 > 0.05\n", - "| | | | | | | | | | |--- s1 <= 0.05\n", - "| | | | | | | | | | | |--- truncated branch of depth 2\n", - "| | | | | | | | | | |--- s1 > 0.05\n", - "| | | | | | | | | | | |--- truncated branch of depth 3\n", - "| | | | | | |--- s5 > 0.06\n", - "| | | | | | | |--- s5 <= 0.08\n", - "| | | | | | | | |--- s6 <= 0.01\n", - "| | | | | | | | | |--- value: [310.00]\n", - "| | | | | | | | |--- s6 > 0.01\n", - "| | | | | | | | | |--- bmi <= 0.02\n", - "| | | | | | | | | | |--- value: [262.00]\n", - "| | | | | | | | | |--- bmi > 0.02\n", - "| | | | | | | | | | |--- value: [225.00]\n", - "| | | | | | | |--- s5 > 0.08\n", - "| | | | | | | | |--- age <= 0.02\n", - "| | | | | | | | | |--- value: [192.00]\n", - "| | | | | | | | |--- age > 0.02\n", - "| | | | | | | | | |--- value: [132.00]\n", - "| | | | |--- s6 > 0.11\n", - "| | | | | |--- s4 <= 0.12\n", - "| | | | | | |--- value: [268.00]\n", - "| | | | | |--- s4 > 0.12\n", - "| | | | | | |--- value: [317.00]\n", - "| | | |--- bp > 0.02\n", - "| | | | |--- s5 <= 0.07\n", - "| | | | | |--- bp <= 0.10\n", - "| | | | | | |--- s6 <= -0.02\n", - "| | | | | | | |--- s3 <= 0.03\n", - "| | | | | | | | |--- s1 <= 0.02\n", - "| | | | | | | | | |--- s1 <= -0.03\n", - "| | | | | | | | | | |--- value: [225.00]\n", - "| | | | | | | | | |--- s1 > -0.03\n", - "| | | | | | | | | | |--- value: [221.00]\n", - "| | | | | | | | |--- s1 > 0.02\n", - "| | | | | | | | | |--- s6 <= -0.04\n", - "| | | | | | | | | | |--- value: [248.00]\n", - "| | | | | | | | | |--- s6 > -0.04\n", - "| | | | | | | | | | |--- value: [236.00]\n", - "| | | | | | | |--- s3 > 0.03\n", - "| | | | | | | | |--- s3 <= 0.05\n", - "| | | | | | | | | |--- value: [265.00]\n", - "| | | | | | | | |--- s3 > 0.05\n", - "| | | | | | | | | |--- value: [283.00]\n", - "| | | | | | |--- s6 > -0.02\n", - "| | | | | | | |--- bmi <= 0.02\n", - "| | | | | | | | |--- bmi <= 0.02\n", - "| | | | | | | | | |--- value: [212.00]\n", - "| | | | | | | | |--- bmi > 0.02\n", - "| | | | | | | | | |--- s5 <= 0.04\n", - "| | | | | | | | | | |--- value: [173.00]\n", - "| | | | | | | | | |--- s5 > 0.04\n", - "| | | | | | | | | | |--- value: [139.00]\n", - "| | | | | | | |--- bmi > 0.02\n", - "| | | | | | | | |--- s6 <= 0.09\n", - "| | | | | | | | | |--- s6 <= 0.04\n", - "| | | | | | | | | | |--- s2 <= -0.05\n", - "| | | | | | | | | | | |--- value: [281.00]\n", - "| | | | | | | | | | |--- s2 > -0.05\n", - "| | | | | | | | | | | |--- truncated branch of depth 7\n", - "| | | | | | | | | |--- s6 > 0.04\n", - "| | | | | | | | | | |--- bmi <= 0.05\n", - "| | | | | | | | | | | |--- truncated branch of depth 5\n", - "| | | | | | | | | | |--- bmi > 0.05\n", - "| | | | | | | | | | | |--- value: [186.00]\n", - "| | | | | | | | |--- s6 > 0.09\n", - "| | | | | | | | | |--- value: [155.00]\n", - "| | | | | |--- bp > 0.10\n", - "| | | | | | |--- age <= -0.01\n", - "| | | | | | | |--- value: [243.00]\n", - "| | | | | | |--- age > -0.01\n", - "| | | | | | | |--- s3 <= 0.00\n", - "| | | | | | | | |--- s2 <= 0.00\n", - "| | | | | | | | | |--- value: [280.00]\n", - "| | | | | | | | |--- s2 > 0.00\n", - "| | | | | | | | | |--- value: [270.00]\n", - "| | | | | | | |--- s3 > 0.00\n", - "| | | | | | | | |--- value: [296.00]\n", - "| | | | |--- s5 > 0.07\n", - "| | | | | |--- s3 <= -0.04\n", - "| | | | | | |--- s6 <= 0.03\n", - "| | | | | | | |--- value: [273.00]\n", - "| | | | | | |--- s6 > 0.03\n", - "| | | | | | | |--- bp <= 0.07\n", - "| | | | | | | | |--- s6 <= 0.11\n", - "| | | | | | | | | |--- value: [242.00]\n", - "| | | | | | | | |--- s6 > 0.11\n", - "| | | | | | | | | |--- value: [245.00]\n", - "| | | | | | | |--- bp > 0.07\n", - "| | | | | | | | |--- s5 <= 0.09\n", - "| | | | | | | | | |--- value: [217.00]\n", - "| | | | | | | | |--- s5 > 0.09\n", - "| | | | | | | | | |--- value: [230.00]\n", - "| | | | | |--- s3 > -0.04\n", - "| | | | | | |--- s5 <= 0.07\n", - "| | | | | | | |--- value: [272.00]\n", - "| | | | | | |--- s5 > 0.07\n", - "| | | | | | | |--- s6 <= 0.06\n", - "| | | | | | | | |--- value: [303.00]\n", - "| | | | | | | |--- s6 > 0.06\n", - "| | | | | | | | |--- value: [310.00]\n", - "| | |--- bmi > 0.07\n", - "| | | |--- s2 <= 0.02\n", - "| | | | |--- s5 <= 0.03\n", - "| | | | | |--- s3 <= -0.01\n", - "| | | | | | |--- bmi <= 0.11\n", - "| | | | | | | |--- s5 <= 0.02\n", - "| | | | | | | | |--- value: [321.00]\n", - "| | | | | | | |--- s5 > 0.02\n", - "| | | | | | | | |--- value: [332.00]\n", - "| | | | | | |--- bmi > 0.11\n", - "| | | | | | | |--- bmi <= 0.12\n", - "| | | | | | | | |--- value: [336.00]\n", - "| | | | | | | |--- bmi > 0.12\n", - "| | | | | | | | |--- s1 <= -0.04\n", - "| | | | | | | | | |--- value: [341.00]\n", - "| | | | | | | | |--- s1 > -0.04\n", - "| | | | | | | | | |--- value: [346.00]\n", - "| | | | | |--- s3 > -0.01\n", - "| | | | | | |--- sex <= 0.00\n", - "| | | | | | | |--- value: [261.00]\n", - "| | | | | | |--- sex > 0.00\n", - "| | | | | | | |--- value: [274.00]\n", - "| | | | |--- s5 > 0.03\n", - "| | | | | |--- age <= 0.06\n", - "| | | | | | |--- s2 <= 0.01\n", - "| | | | | | | |--- s6 <= 0.02\n", - "| | | | | | | | |--- s6 <= -0.01\n", - "| | | | | | | | | |--- value: [281.00]\n", - "| | | | | | | | |--- s6 > -0.01\n", - "| | | | | | | | | |--- value: [275.00]\n", - "| | | | | | | |--- s6 > 0.02\n", - "| | | | | | | | |--- s2 <= -0.03\n", - "| | | | | | | | | |--- s1 <= -0.01\n", - "| | | | | | | | | | |--- value: [263.00]\n", - "| | | | | | | | | |--- s1 > -0.01\n", - "| | | | | | | | | | |--- value: [258.00]\n", - "| | | | | | | | |--- s2 > -0.03\n", - "| | | | | | | | | |--- s3 <= -0.05\n", - "| | | | | | | | | | |--- value: [270.00]\n", - "| | | | | | | | | |--- s3 > -0.05\n", - "| | | | | | | | | | |--- s5 <= 0.08\n", - "| | | | | | | | | | | |--- value: [275.00]\n", - "| | | | | | | | | | |--- s5 > 0.08\n", - "| | | | | | | | | | | |--- value: [277.00]\n", - "| | | | | | |--- s2 > 0.01\n", - "| | | | | | | |--- s2 <= 0.02\n", - "| | | | | | | | |--- value: [295.00]\n", - "| | | | | | | |--- s2 > 0.02\n", - "| | | | | | | | |--- bmi <= 0.11\n", - "| | | | | | | | | |--- value: [310.00]\n", - "| | | | | | | | |--- bmi > 0.11\n", - "| | | | | | | | | |--- value: [308.00]\n", - "| | | | | |--- age > 0.06\n", - "| | | | | | |--- value: [220.00]\n", - "| | | |--- s2 > 0.02\n", - "| | | | |--- s1 <= 0.02\n", - "| | | | | |--- value: [128.00]\n", - "| | | | |--- s1 > 0.02\n", - "| | | | | |--- s4 <= 0.13\n", - "| | | | | | |--- s1 <= 0.02\n", - "| | | | | | | |--- s2 <= 0.04\n", - "| | | | | | | | |--- value: [264.00]\n", - "| | | | | | | |--- s2 > 0.04\n", - "| | | | | | | | |--- value: [279.00]\n", - "| | | | | | |--- s1 > 0.02\n", - "| | | | | | | |--- s6 <= 0.04\n", - "| | | | | | | | |--- bmi <= 0.07\n", - "| | | | | | | | | |--- value: [252.00]\n", - "| | | | | | | | |--- bmi > 0.07\n", - "| | | | | | | | | |--- s3 <= -0.00\n", - "| | | | | | | | | | |--- bp <= 0.05\n", - "| | | | | | | | | | | |--- value: [242.00]\n", - "| | | | | | | | | | |--- bp > 0.05\n", - "| | | | | | | | | | | |--- value: [243.00]\n", - "| | | | | | | | | |--- s3 > -0.00\n", - "| | | | | | | | | | |--- s5 <= 0.02\n", - "| | | | | | | | | | | |--- value: [237.00]\n", - "| | | | | | | | | | |--- s5 > 0.02\n", - "| | | | | | | | | | | |--- value: [233.00]\n", - "| | | | | | | |--- s6 > 0.04\n", - "| | | | | | | | |--- age <= 0.01\n", - "| | | | | | | | | |--- s1 <= 0.10\n", - "| | | | | | | | | | |--- value: [233.00]\n", - "| | | | | | | | | |--- s1 > 0.10\n", - "| | | | | | | | | | |--- value: [220.00]\n", - "| | | | | | | | |--- age > 0.01\n", - "| | | | | | | | | |--- value: [180.00]\n", - "| | | | | |--- s4 > 0.13\n", - "| | | | | | |--- value: [306.00]\n", - "\n" - ] - } - ], - "source": [ - "# Visualize the decision tree as text\n", - "tree_rules = tree.export_text(clf, feature_names=list(feature_names))\n", - "print(tree_rules)" - ] - }, - { - "cell_type": "code", - "execution_count": 527, - "id": "8ee6133b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total Rules 433\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp <= -0.0917423777282238)\n", - "Prediction: {'pred': 55.0, 'leaf': 8}\n", - "Based on n-samples: 1\n", - "Range (55.0, 55.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp <= -0.05042792856693268) AND (bp <= -0.07108515501022339)\n", - "Prediction: {'pred': 200.0, 'leaf': 11}\n", - "Based on n-samples: 1\n", - "Range (200.0, 200.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp <= -0.05042792856693268) AND (bp > -0.07108515501022339) AND (s1 <= -0.038719686679542065) AND (bp <= -0.060756539925932884)\n", - "Prediction: {'pred': 150.0, 'leaf': 14}\n", - "Based on n-samples: 1\n", - "Range (150.0, 150.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp <= -0.05042792856693268) AND (bp > -0.07108515501022339) AND (s1 <= -0.038719686679542065) AND (bp > -0.060756539925932884)\n", - "Prediction: {'pred': 142.0, 'leaf': 15}\n", - "Based on n-samples: 1\n", - "Range (142.0, 142.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp <= -0.05042792856693268) AND (bp > -0.07108515501022339) AND (s1 > -0.038719686679542065) AND (s2 <= -0.0013138772919774055)\n", - "Prediction: {'pred': 158.0, 'leaf': 17}\n", - "Based on n-samples: 1\n", - "Range (158.0, 158.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp <= -0.05042792856693268) AND (bp > -0.07108515501022339) AND (s1 > -0.038719686679542065) AND (s2 > -0.0013138772919774055)\n", - "Prediction: {'pred': 160.0, 'leaf': 18}\n", - "Based on n-samples: 1\n", - "Range (160.0, 160.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp > -0.05042792856693268) AND (s1 <= -0.03734373301267624)\n", - "Prediction: {'pred': 134.0, 'leaf': 20}\n", - "Based on n-samples: 1\n", - "Range (134.0, 134.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age <= -0.05092128552496433) AND (bp > -0.0917423777282238) AND (bp > -0.05042792856693268) AND (s1 > -0.03734373301267624)\n", - "Prediction: {'pred': 69.0, 'leaf': 21}\n", - "Based on n-samples: 1\n", - "Range (69.0, 69.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 <= 0.00261962681543082) AND (bp <= -0.03837788291275501) AND (s1 <= -0.0077607480343431234) AND (bp <= -0.07108515314757824) AND (s2 <= -0.05063476040959358)\n", - "Prediction: {'pred': 74.0, 'leaf': 28}\n", - "Based on n-samples: 1\n", - "Range (74.0, 74.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 <= 0.00261962681543082) AND (bp <= -0.03837788291275501) AND (s1 <= -0.0077607480343431234) AND (bp <= -0.07108515314757824) AND (s2 > -0.05063476040959358)\n", - "Prediction: {'pred': 77.0, 'leaf': 29}\n", - "Based on n-samples: 1\n", - "Range (77.0, 77.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 <= 0.00261962681543082) AND (bp <= -0.03837788291275501) AND (s1 <= -0.0077607480343431234) AND (bp > -0.07108515314757824) AND (s4 <= -0.02104282204527408)\n", - "Prediction: {'pred': 68.0, 'leaf': 31}\n", - "Based on n-samples: 1\n", - "Range (68.0, 68.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 <= 0.00261962681543082) AND (bp <= -0.03837788291275501) AND (s1 <= -0.0077607480343431234) AND (bp > -0.07108515314757824) AND (s4 > -0.02104282204527408)\n", - "Prediction: {'pred': 64.0, 'leaf': 32}\n", - "Based on n-samples: 1\n", - "Range (64.0, 64.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 <= 0.00261962681543082) AND (bp <= -0.03837788291275501) AND (s1 > -0.0077607480343431234)\n", - "Prediction: {'pred': 96.0, 'leaf': 33}\n", - "Based on n-samples: 1\n", - "Range (96.0, 96.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 <= 0.00261962681543082) AND (bp > -0.03837788291275501)\n", - "Prediction: {'pred': 97.0, 'leaf': 34}\n", - "Based on n-samples: 1\n", - "Range (97.0, 97.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 > 0.00261962681543082) AND (bmi <= -0.05847983993589878) AND (s3 <= 0.0063012647442519665)\n", - "Prediction: {'pred': 53.0, 'leaf': 37}\n", - "Based on n-samples: 1\n", - "Range (53.0, 53.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 > 0.00261962681543082) AND (bmi <= -0.05847983993589878) AND (s3 > 0.0063012647442519665) AND (bp <= -0.060756539925932884)\n", - "Prediction: {'pred': 63.0, 'leaf': 39}\n", - "Based on n-samples: 1\n", - "Range (63.0, 63.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 > 0.00261962681543082) AND (bmi <= -0.05847983993589878) AND (s3 > 0.0063012647442519665) AND (bp > -0.060756539925932884)\n", - "Prediction: {'pred': 65.0, 'leaf': 40}\n", - "Based on n-samples: 1\n", - "Range (65.0, 65.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 > 0.00261962681543082) AND (bmi > -0.05847983993589878) AND (s6 <= -0.030072446214035153)\n", - "Prediction: {'pred': 31.0, 'leaf': 42}\n", - "Based on n-samples: 1\n", - "Range (31.0, 31.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 <= 0.010814615758135915) AND (s3 > 0.00261962681543082) AND (bmi > -0.05847983993589878) AND (s6 > -0.030072446214035153)\n", - "Prediction: {'pred': 42.0, 'leaf': 43}\n", - "Based on n-samples: 1\n", - "Range (42.0, 42.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 > 0.010814615758135915) AND (s2 <= 0.044405797496438026)\n", - "Prediction: {'pred': 128.0, 'leaf': 45}\n", - "Based on n-samples: 1\n", - "Range (128.0, 128.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp <= -0.034935010597109795) AND (age > -0.05092128552496433) AND (s1 > 0.010814615758135915) AND (s2 > 0.044405797496438026)\n", - "Prediction: {'pred': 183.0, 'leaf': 46}\n", - "Based on n-samples: 1\n", - "Range (183.0, 183.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp <= -0.02977070491760969) AND (s2 <= -0.006167678162455559) AND (s1 <= -0.045599451288580894)\n", - "Prediction: {'pred': 190.0, 'leaf': 50}\n", - "Based on n-samples: 1\n", - "Range (190.0, 190.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp <= -0.02977070491760969) AND (s2 <= -0.006167678162455559) AND (s1 > -0.045599451288580894)\n", - "Prediction: {'pred': 181.0, 'leaf': 51}\n", - "Based on n-samples: 1\n", - "Range (181.0, 181.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp <= -0.02977070491760969) AND (s2 > -0.006167678162455559)\n", - "Prediction: {'pred': 214.0, 'leaf': 52}\n", - "Based on n-samples: 1\n", - "Range (214.0, 214.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 <= -0.028001392260193825) AND (s1 <= -0.04972731019370258)\n", - "Prediction: {'pred': 101.0, 'leaf': 58}\n", - "Based on n-samples: 1\n", - "Range (101.0, 101.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 <= -0.028001392260193825) AND (s1 > -0.04972731019370258)\n", - "Prediction: {'pred': 135.0, 'leaf': 59}\n", - "Based on n-samples: 1\n", - "Range (135.0, 135.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 > -0.028001392260193825) AND (age <= 0.01991321425884962) AND (bmi <= -0.0029725178610533476) AND (bmi <= -0.028301101177930832)\n", - "Prediction: {'pred': 178.0, 'leaf': 63}\n", - "Based on n-samples: 1\n", - "Range (178.0, 178.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 > -0.028001392260193825) AND (age <= 0.01991321425884962) AND (bmi <= -0.0029725178610533476) AND (bmi > -0.028301101177930832)\n", - "Prediction: {'pred': 168.0, 'leaf': 64}\n", - "Based on n-samples: 1\n", - "Range (168.0, 168.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 > -0.028001392260193825) AND (age <= 0.01991321425884962) AND (bmi > -0.0029725178610533476)\n", - "Prediction: {'pred': 200.0, 'leaf': 65}\n", - "Based on n-samples: 1\n", - "Range (200.0, 200.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 > -0.028001392260193825) AND (age > 0.01991321425884962) AND (s3 <= 0.0026196270482614636) AND (s5 <= -0.02732123341411352)\n", - "Prediction: {'pred': 146.0, 'leaf': 68}\n", - "Based on n-samples: 1\n", - "Range (146.0, 146.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 > -0.028001392260193825) AND (age > 0.01991321425884962) AND (s3 <= 0.0026196270482614636) AND (s5 > -0.02732123341411352)\n", - "Prediction: {'pred': 155.0, 'leaf': 69}\n", - "Based on n-samples: 1\n", - "Range (155.0, 155.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp <= 0.03220096696168184) AND (s6 > -0.028001392260193825) AND (age > 0.01991321425884962) AND (s3 > 0.0026196270482614636)\n", - "Prediction: {'pred': 127.0, 'leaf': 70}\n", - "Based on n-samples: 1\n", - "Range (127.0, 127.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 <= 0.009982902556657791) AND (bp > 0.03220096696168184)\n", - "Prediction: {'pred': 50.0, 'leaf': 71}\n", - "Based on n-samples: 1\n", - "Range (50.0, 50.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 > 0.009982902556657791) AND (s1 <= -0.029088016599416733)\n", - "Prediction: {'pred': 25.0, 'leaf': 73}\n", - "Based on n-samples: 1\n", - "Range (25.0, 25.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 > 0.009982902556657791) AND (s1 > -0.029088016599416733) AND (s6 <= -0.028001392260193825)\n", - "Prediction: {'pred': 144.0, 'leaf': 75}\n", - "Based on n-samples: 1\n", - "Range (144.0, 144.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 > 0.009982902556657791) AND (s1 > -0.029088016599416733) AND (s6 > -0.028001392260193825) AND (s2 <= 0.011525209643878043)\n", - "Prediction: {'pred': 79.0, 'leaf': 77}\n", - "Based on n-samples: 1\n", - "Range (79.0, 79.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 > 0.009982902556657791) AND (s1 > -0.029088016599416733) AND (s6 > -0.028001392260193825) AND (s2 > 0.011525209643878043) AND (s6 <= 0.011348622851073742)\n", - "Prediction: {'pred': 113.0, 'leaf': 79}\n", - "Based on n-samples: 1\n", - "Range (113.0, 113.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp <= 0.10105837881565094) AND (s3 > 0.009982902556657791) AND (s1 > -0.029088016599416733) AND (s6 > -0.028001392260193825) AND (s2 > 0.011525209643878043) AND (s6 > 0.011348622851073742)\n", - "Prediction: {'pred': 104.0, 'leaf': 80}\n", - "Based on n-samples: 1\n", - "Range (104.0, 104.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex <= 0.003019241616129875) AND (bp > -0.034935010597109795) AND (bp > -0.02977070491760969) AND (bp > 0.10105837881565094)\n", - "Prediction: {'pred': 216.0, 'leaf': 81}\n", - "Based on n-samples: 1\n", - "Range (216.0, 216.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 <= -0.0620447713881731) AND (age <= -0.06545143947005272)\n", - "Prediction: {'pred': 55.0, 'leaf': 87}\n", - "Based on n-samples: 1\n", - "Range (55.0, 55.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 <= -0.0620447713881731) AND (age > -0.06545143947005272) AND (bp <= -0.03837788291275501)\n", - "Prediction: {'pred': 83.0, 'leaf': 89}\n", - "Based on n-samples: 1\n", - "Range (83.0, 83.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 <= -0.0620447713881731) AND (age > -0.06545143947005272) AND (bp > -0.03837788291275501) AND (bp <= -0.029770705848932266)\n", - "Prediction: {'pred': 70.0, 'leaf': 91}\n", - "Based on n-samples: 1\n", - "Range (70.0, 70.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 <= -0.0620447713881731) AND (age > -0.06545143947005272) AND (bp > -0.03837788291275501) AND (bp > -0.029770705848932266)\n", - "Prediction: {'pred': 72.0, 'leaf': 92}\n", - "Based on n-samples: 1\n", - "Range (72.0, 72.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 > -0.0620447713881731) AND (bmi <= -0.06871905364096165) AND (s5 <= -0.015513104852288961)\n", - "Prediction: {'pred': 101.0, 'leaf': 95}\n", - "Based on n-samples: 1\n", - "Range (101.0, 101.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 > -0.0620447713881731) AND (bmi <= -0.06871905364096165) AND (s5 > -0.015513104852288961)\n", - "Prediction: {'pred': 104.0, 'leaf': 96}\n", - "Based on n-samples: 1\n", - "Range (104.0, 104.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 <= -0.0010620108805596828) AND (s5 > -0.0620447713881731) AND (bmi > -0.06871905364096165)\n", - "Prediction: {'pred': 88.0, 'leaf': 97}\n", - "Based on n-samples: 1\n", - "Range (88.0, 88.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi <= -0.04662390612065792) AND (s3 > -0.0010620108805596828)\n", - "Prediction: {'pred': 138.0, 'leaf': 98}\n", - "Based on n-samples: 1\n", - "Range (138.0, 138.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 <= -0.09903838485479355)\n", - "Prediction: {'pred': 78.0, 'leaf': 101}\n", - "Based on n-samples: 1\n", - "Range (78.0, 78.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 <= -0.060968661680817604)\n", - "Prediction: {'pred': 71.0, 'leaf': 103}\n", - "Based on n-samples: 2\n", - "Range (71.0, 71.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 > -0.060968661680817604) AND (s3 <= -0.021311018150299788) AND (s5 <= -0.04200391424819827)\n", - "Prediction: {'pred': 55.0, 'leaf': 106}\n", - "Based on n-samples: 1\n", - "Range (55.0, 55.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 > -0.060968661680817604) AND (s3 <= -0.021311018150299788) AND (s5 > -0.04200391424819827)\n", - "Prediction: {'pred': 61.0, 'leaf': 107}\n", - "Based on n-samples: 1\n", - "Range (61.0, 61.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 > -0.060968661680817604) AND (s3 > -0.021311018150299788) AND (s2 <= -0.0072636984987184405) AND (s6 <= -0.038356659933924675)\n", - "Prediction: {'pred': 47.0, 'leaf': 110}\n", - "Based on n-samples: 1\n", - "Range (47.0, 47.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 > -0.060968661680817604) AND (s3 > -0.021311018150299788) AND (s2 <= -0.0072636984987184405) AND (s6 > -0.038356659933924675)\n", - "Prediction: {'pred': 43.0, 'leaf': 111}\n", - "Based on n-samples: 1\n", - "Range (43.0, 43.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 > -0.060968661680817604) AND (s3 > -0.021311018150299788) AND (s2 > -0.0072636984987184405) AND (bp <= 0.008100871928036213)\n", - "Prediction: {'pred': 54.0, 'leaf': 113}\n", - "Based on n-samples: 1\n", - "Range (54.0, 54.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi <= -0.007822672137990594) AND (s5 > -0.09903838485479355) AND (s2 > -0.060968661680817604) AND (s3 > -0.021311018150299788) AND (s2 > -0.0072636984987184405) AND (bp > 0.008100871928036213)\n", - "Prediction: {'pred': 53.0, 'leaf': 114}\n", - "Based on n-samples: 1\n", - "Range (53.0, 53.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 <= -0.028001392260193825) AND (bmi > -0.04662390612065792) AND (bmi > -0.007822672137990594)\n", - "Prediction: {'pred': 92.0, 'leaf': 115}\n", - "Based on n-samples: 1\n", - "Range (92.0, 92.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 <= -0.023077694699168205) AND (s3 <= -0.006584467715583742) AND (s2 <= -0.02934066392481327) AND (s4 <= -0.013293586671352386)\n", - "Prediction: {'pred': 129.0, 'leaf': 123}\n", - "Based on n-samples: 1\n", - "Range (129.0, 129.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 <= -0.023077694699168205) AND (s3 <= -0.006584467715583742) AND (s2 <= -0.02934066392481327) AND (s4 > -0.013293586671352386)\n", - "Prediction: {'pred': 124.0, 'leaf': 124}\n", - "Based on n-samples: 1\n", - "Range (124.0, 124.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 <= -0.023077694699168205) AND (s3 <= -0.006584467715583742) AND (s2 > -0.02934066392481327)\n", - "Prediction: {'pred': 160.0, 'leaf': 125}\n", - "Based on n-samples: 1\n", - "Range (160.0, 160.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 <= -0.023077694699168205) AND (s3 > -0.006584467715583742)\n", - "Prediction: {'pred': 71.0, 'leaf': 126}\n", - "Based on n-samples: 1\n", - "Range (71.0, 71.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi <= -0.021834230050444603) AND (age <= 0.03262709826231003) AND (bp <= -0.034935012459754944)\n", - "Prediction: {'pred': 53.0, 'leaf': 130}\n", - "Based on n-samples: 1\n", - "Range (53.0, 53.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi <= -0.021834230050444603) AND (age <= 0.03262709826231003) AND (bp > -0.034935012459754944)\n", - "Prediction: {'pred': 51.0, 'leaf': 131}\n", - "Based on n-samples: 1\n", - "Range (51.0, 51.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi <= -0.021834230050444603) AND (age > 0.03262709826231003) AND (s3 <= -0.04156002542003989)\n", - "Prediction: {'pred': 89.0, 'leaf': 133}\n", - "Based on n-samples: 1\n", - "Range (89.0, 89.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi <= -0.021834230050444603) AND (age > 0.03262709826231003) AND (s3 > -0.04156002542003989)\n", - "Prediction: {'pred': 71.0, 'leaf': 134}\n", - "Based on n-samples: 1\n", - "Range (71.0, 71.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 <= -0.015248983632773161) AND (s2 <= -0.01931991335004568)\n", - "Prediction: {'pred': 83.0, 'leaf': 137}\n", - "Based on n-samples: 1\n", - "Range (83.0, 83.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 <= -0.015248983632773161) AND (s2 > -0.01931991335004568)\n", - "Prediction: {'pred': 77.0, 'leaf': 138}\n", - "Based on n-samples: 1\n", - "Range (77.0, 77.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 > -0.015248983632773161) AND (s4 <= -0.006835891050286591)\n", - "Prediction: {'pred': 132.0, 'leaf': 140}\n", - "Based on n-samples: 1\n", - "Range (132.0, 132.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 > -0.015248983632773161) AND (s4 > -0.006835891050286591) AND (age <= 0.028994559310376644) AND (s5 <= -0.009026624960824847) AND (s6 <= 0.03413021191954613)\n", - "Prediction: {'pred': 107.0, 'leaf': 144}\n", - "Based on n-samples: 1\n", - "Range (107.0, 107.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 > -0.015248983632773161) AND (s4 > -0.006835891050286591) AND (age <= 0.028994559310376644) AND (s5 <= -0.009026624960824847) AND (s6 > 0.03413021191954613)\n", - "Prediction: {'pred': 104.0, 'leaf': 145}\n", - "Based on n-samples: 1\n", - "Range (104.0, 104.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 > -0.015248983632773161) AND (s4 > -0.006835891050286591) AND (age <= 0.028994559310376644) AND (s5 > -0.009026624960824847)\n", - "Prediction: {'pred': 111.0, 'leaf': 146}\n", - "Based on n-samples: 1\n", - "Range (111.0, 111.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi <= -0.011595014482736588) AND (s2 > -0.023077694699168205) AND (bmi > -0.021834230050444603) AND (s2 > -0.015248983632773161) AND (s4 > -0.006835891050286591) AND (age > 0.028994559310376644)\n", - "Prediction: {'pred': 97.0, 'leaf': 147}\n", - "Based on n-samples: 1\n", - "Range (97.0, 97.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi > -0.011595014482736588) AND (bp <= 0.008674684097059071) AND (bmi <= -0.0018947056960314512)\n", - "Prediction: {'pred': 81.0, 'leaf': 150}\n", - "Based on n-samples: 1\n", - "Range (81.0, 81.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi > -0.011595014482736588) AND (bp <= 0.008674684097059071) AND (bmi > -0.0018947056960314512)\n", - "Prediction: {'pred': 67.0, 'leaf': 151}\n", - "Based on n-samples: 1\n", - "Range (67.0, 67.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi > -0.011595014482736588) AND (bp > 0.008674684097059071) AND (bp <= 0.018429484218358994)\n", - "Prediction: {'pred': 60.0, 'leaf': 153}\n", - "Based on n-samples: 1\n", - "Range (60.0, 60.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age <= 0.07985009625554085) AND (bmi > -0.011595014482736588) AND (bp > 0.008674684097059071) AND (bp > 0.018429484218358994)\n", - "Prediction: {'pred': 44.0, 'leaf': 154}\n", - "Based on n-samples: 1\n", - "Range (44.0, 44.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 <= 0.00261962681543082) AND (age > 0.07985009625554085)\n", - "Prediction: {'pred': 199.0, 'leaf': 155}\n", - "Based on n-samples: 1\n", - "Range (199.0, 199.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age <= 0.01446440676227212) AND (bmi <= -0.02937891334295273) AND (age <= -0.02730978513136506) AND (age <= -0.05818636156618595)\n", - "Prediction: {'pred': 116.0, 'leaf': 160}\n", - "Based on n-samples: 1\n", - "Range (116.0, 116.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age <= 0.01446440676227212) AND (bmi <= -0.02937891334295273) AND (age <= -0.02730978513136506) AND (age > -0.05818636156618595)\n", - "Prediction: {'pred': 118.0, 'leaf': 161}\n", - "Based on n-samples: 1\n", - "Range (118.0, 118.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age <= 0.01446440676227212) AND (bmi <= -0.02937891334295273) AND (age > -0.02730978513136506)\n", - "Prediction: {'pred': 135.0, 'leaf': 162}\n", - "Based on n-samples: 1\n", - "Range (135.0, 135.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age <= 0.01446440676227212) AND (bmi > -0.02937891334295273) AND (age <= -0.04002366913482547)\n", - "Prediction: {'pred': 49.0, 'leaf': 164}\n", - "Based on n-samples: 1\n", - "Range (49.0, 49.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age <= 0.01446440676227212) AND (bmi > -0.02937891334295273) AND (age > -0.04002366913482547)\n", - "Prediction: {'pred': 88.0, 'leaf': 165}\n", - "Based on n-samples: 1\n", - "Range (88.0, 88.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age > 0.01446440676227212) AND (s1 <= -0.005696818232536316) AND (s3 <= 0.009982902556657791)\n", - "Prediction: {'pred': 219.0, 'leaf': 168}\n", - "Based on n-samples: 1\n", - "Range (219.0, 219.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age > 0.01446440676227212) AND (s1 <= -0.005696818232536316) AND (s3 > 0.009982902556657791)\n", - "Prediction: {'pred': 200.0, 'leaf': 169}\n", - "Based on n-samples: 1\n", - "Range (200.0, 200.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 <= 0.09106491878628731) AND (sex > 0.003019241616129875) AND (s6 > -0.028001392260193825) AND (s3 > 0.00261962681543082) AND (age > 0.01446440676227212) AND (s1 > -0.005696818232536316)\n", - "Prediction: {'pred': 177.0, 'leaf': 170}\n", - "Based on n-samples: 1\n", - "Range (177.0, 177.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 > 0.09106491878628731) AND (sex <= 0.003019241616129875)\n", - "Prediction: {'pred': 230.0, 'leaf': 172}\n", - "Based on n-samples: 1\n", - "Range (230.0, 230.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 <= 0.021027816459536552) AND (s2 > 0.09106491878628731) AND (sex > 0.003019241616129875)\n", - "Prediction: {'pred': 253.0, 'leaf': 173}\n", - "Based on n-samples: 1\n", - "Range (253.0, 253.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age <= -0.0999605543911457)\n", - "Prediction: {'pred': 137.0, 'leaf': 177}\n", - "Based on n-samples: 1\n", - "Range (137.0, 137.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 <= -0.06470054760575294) AND (bmi <= -0.08326951786875725)\n", - "Prediction: {'pred': 90.0, 'leaf': 180}\n", - "Based on n-samples: 1\n", - "Range (90.0, 90.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 <= -0.06470054760575294) AND (bmi > -0.08326951786875725)\n", - "Prediction: {'pred': 85.0, 'leaf': 181}\n", - "Based on n-samples: 1\n", - "Range (85.0, 85.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp <= -0.0831352025270462) AND (s3 <= 0.04864010028541088)\n", - "Prediction: {'pred': 72.0, 'leaf': 184}\n", - "Based on n-samples: 1\n", - "Range (72.0, 72.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp <= -0.0831352025270462) AND (s3 > 0.04864010028541088)\n", - "Prediction: {'pred': 96.0, 'leaf': 185}\n", - "Based on n-samples: 1\n", - "Range (96.0, 96.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp <= -0.05960891768336296) AND (s5 <= -0.04274503514170647)\n", - "Prediction: {'pred': 72.0, 'leaf': 188}\n", - "Based on n-samples: 1\n", - "Range (72.0, 72.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp <= -0.05960891768336296) AND (s5 > -0.04274503514170647) AND (s2 <= -0.012900370173156261)\n", - "Prediction: {'pred': 59.0, 'leaf': 190}\n", - "Based on n-samples: 1\n", - "Range (59.0, 59.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp <= -0.05960891768336296) AND (s5 > -0.04274503514170647) AND (s2 > -0.012900370173156261)\n", - "Prediction: {'pred': 57.0, 'leaf': 191}\n", - "Based on n-samples: 1\n", - "Range (57.0, 57.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp > -0.05960891768336296) AND (bmi <= -0.06494671106338501) AND (s1 <= -0.03115194570273161)\n", - "Prediction: {'pred': 59.0, 'leaf': 194}\n", - "Based on n-samples: 1\n", - "Range (59.0, 59.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp > -0.05960891768336296) AND (bmi <= -0.06494671106338501) AND (s1 > -0.03115194570273161) AND (age <= -0.06908397749066353)\n", - "Prediction: {'pred': 51.0, 'leaf': 196}\n", - "Based on n-samples: 1\n", - "Range (51.0, 51.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp > -0.05960891768336296) AND (bmi <= -0.06494671106338501) AND (s1 > -0.03115194570273161) AND (age > -0.06908397749066353) AND (s2 <= -0.0050716588739305735)\n", - "Prediction: {'pred': 48.0, 'leaf': 198}\n", - "Based on n-samples: 2\n", - "Range (48.0, 48.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp > -0.05960891768336296) AND (bmi <= -0.06494671106338501) AND (s1 > -0.03115194570273161) AND (age > -0.06908397749066353) AND (s2 > -0.0050716588739305735)\n", - "Prediction: {'pred': 49.0, 'leaf': 199}\n", - "Based on n-samples: 1\n", - "Range (49.0, 49.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi <= -0.06279108859598637) AND (age > -0.0999605543911457) AND (s5 > -0.06470054760575294) AND (bp > -0.0831352025270462) AND (bp > -0.05960891768336296) AND (bmi > -0.06494671106338501)\n", - "Prediction: {'pred': 37.0, 'leaf': 200}\n", - "Based on n-samples: 1\n", - "Range (37.0, 37.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 <= -0.07243053242564201) AND (s2 <= -0.09745045378804207)\n", - "Prediction: {'pred': 152.0, 'leaf': 207}\n", - "Based on n-samples: 1\n", - "Range (152.0, 152.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 <= -0.07243053242564201) AND (s2 > -0.09745045378804207)\n", - "Prediction: {'pred': 143.0, 'leaf': 208}\n", - "Based on n-samples: 1\n", - "Range (143.0, 143.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi <= -0.04446828179061413) AND (s3 <= 0.07625238224864006) AND (age <= -0.07090024650096893)\n", - "Prediction: {'pred': 99.0, 'leaf': 212}\n", - "Based on n-samples: 1\n", - "Range (99.0, 99.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi <= -0.04446828179061413) AND (s3 <= 0.07625238224864006) AND (age > -0.07090024650096893) AND (s2 <= -0.010551757412031293)\n", - "Prediction: {'pred': 111.0, 'leaf': 214}\n", - "Based on n-samples: 1\n", - "Range (111.0, 111.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi <= -0.04446828179061413) AND (s3 <= 0.07625238224864006) AND (age > -0.07090024650096893) AND (s2 > -0.010551757412031293)\n", - "Prediction: {'pred': 115.0, 'leaf': 215}\n", - "Based on n-samples: 1\n", - "Range (115.0, 115.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi <= -0.04446828179061413) AND (s3 > 0.07625238224864006)\n", - "Prediction: {'pred': 128.0, 'leaf': 216}\n", - "Based on n-samples: 1\n", - "Range (128.0, 128.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi > -0.04446828179061413) AND (s3 <= 0.06336665153503418) AND (bp <= -0.02116352878510952)\n", - "Prediction: {'pred': 94.0, 'leaf': 219}\n", - "Based on n-samples: 1\n", - "Range (94.0, 94.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi > -0.04446828179061413) AND (s3 <= 0.06336665153503418) AND (bp > -0.02116352878510952)\n", - "Prediction: {'pred': 97.0, 'leaf': 220}\n", - "Based on n-samples: 1\n", - "Range (97.0, 97.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age <= -0.040023669600486755) AND (s1 > -0.07243053242564201) AND (bmi > -0.04446828179061413) AND (s3 > 0.06336665153503418)\n", - "Prediction: {'pred': 90.0, 'leaf': 221}\n", - "Based on n-samples: 1\n", - "Range (90.0, 90.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 <= -0.10277397930622101)\n", - "Prediction: {'pred': 40.0, 'leaf': 225}\n", - "Based on n-samples: 1\n", - "Range (40.0, 40.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 <= -0.0552311223000288) AND (s3 <= 0.037595185451209545)\n", - "Prediction: {'pred': 125.0, 'leaf': 228}\n", - "Based on n-samples: 1\n", - "Range (125.0, 125.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 <= -0.0552311223000288) AND (s3 > 0.037595185451209545)\n", - "Prediction: {'pred': 114.0, 'leaf': 229}\n", - "Based on n-samples: 1\n", - "Range (114.0, 114.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age <= 0.003566791128832847) AND (s5 <= -0.06926952674984932)\n", - "Prediction: {'pred': 52.0, 'leaf': 232}\n", - "Based on n-samples: 1\n", - "Range (52.0, 52.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age <= 0.003566791128832847) AND (s5 > -0.06926952674984932) AND (s2 <= -0.024643437936902046) AND (s3 <= 0.10386466607451439) AND (s2 <= -0.05407939292490482)\n", - "Prediction: {'pred': 64.0, 'leaf': 236}\n", - "Based on n-samples: 1\n", - "Range (64.0, 64.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age <= 0.003566791128832847) AND (s5 > -0.06926952674984932) AND (s2 <= -0.024643437936902046) AND (s3 <= 0.10386466607451439) AND (s2 > -0.05407939292490482)\n", - "Prediction: {'pred': 65.0, 'leaf': 237}\n", - "Based on n-samples: 1\n", - "Range (65.0, 65.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age <= 0.003566791128832847) AND (s5 > -0.06926952674984932) AND (s2 <= -0.024643437936902046) AND (s3 > 0.10386466607451439)\n", - "Prediction: {'pred': 60.0, 'leaf': 238}\n", - "Based on n-samples: 1\n", - "Range (60.0, 60.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age <= 0.003566791128832847) AND (s5 > -0.06926952674984932) AND (s2 > -0.024643437936902046) AND (s2 <= 0.000408438965678215)\n", - "Prediction: {'pred': 75.0, 'leaf': 240}\n", - "Based on n-samples: 1\n", - "Range (75.0, 75.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age <= 0.003566791128832847) AND (s5 > -0.06926952674984932) AND (s2 > -0.024643437936902046) AND (s2 > 0.000408438965678215)\n", - "Prediction: {'pred': 72.0, 'leaf': 241}\n", - "Based on n-samples: 2\n", - "Range (72.0, 72.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age <= 0.01809694431722164) AND (s5 <= -0.027236394118517637) AND (s2 <= -0.03028011112473905)\n", - "Prediction: {'pred': 93.0, 'leaf': 245}\n", - "Based on n-samples: 1\n", - "Range (93.0, 93.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age <= 0.01809694431722164) AND (s5 <= -0.027236394118517637) AND (s2 > -0.03028011112473905)\n", - "Prediction: {'pred': 96.0, 'leaf': 246}\n", - "Based on n-samples: 1\n", - "Range (96.0, 96.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age <= 0.01809694431722164) AND (s5 > -0.027236394118517637)\n", - "Prediction: {'pred': 87.0, 'leaf': 247}\n", - "Based on n-samples: 1\n", - "Range (87.0, 87.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age > 0.01809694431722164) AND (age <= 0.05805486813187599) AND (s2 <= -0.08555081486701965)\n", - "Prediction: {'pred': 87.0, 'leaf': 250}\n", - "Based on n-samples: 1\n", - "Range (87.0, 87.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age > 0.01809694431722164) AND (age <= 0.05805486813187599) AND (s2 > -0.08555081486701965) AND (bp <= -0.019442093558609486) AND (s1 <= -0.024272181908600032)\n", - "Prediction: {'pred': 65.0, 'leaf': 253}\n", - "Based on n-samples: 1\n", - "Range (65.0, 65.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age > 0.01809694431722164) AND (age <= 0.05805486813187599) AND (s2 > -0.08555081486701965) AND (bp <= -0.019442093558609486) AND (s1 > -0.024272181908600032) AND (s6 <= -0.06942246109247208)\n", - "Prediction: {'pred': 63.0, 'leaf': 255}\n", - "Based on n-samples: 1\n", - "Range (63.0, 63.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age > 0.01809694431722164) AND (age <= 0.05805486813187599) AND (s2 > -0.08555081486701965) AND (bp <= -0.019442093558609486) AND (s1 > -0.024272181908600032) AND (s6 > -0.06942246109247208)\n", - "Prediction: {'pred': 64.0, 'leaf': 256}\n", - "Based on n-samples: 1\n", - "Range (64.0, 64.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age > 0.01809694431722164) AND (age <= 0.05805486813187599) AND (s2 > -0.08555081486701965) AND (bp > -0.019442093558609486)\n", - "Prediction: {'pred': 72.0, 'leaf': 257}\n", - "Based on n-samples: 1\n", - "Range (72.0, 72.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 <= 0.049341294914484024) AND (s2 > -0.10277397930622101) AND (s1 > -0.0552311223000288) AND (age > 0.003566791128832847) AND (age > 0.01809694431722164) AND (age > 0.05805486813187599)\n", - "Prediction: {'pred': 89.0, 'leaf': 258}\n", - "Based on n-samples: 1\n", - "Range (89.0, 89.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi <= -0.0304567264392972) AND (s1 > 0.049341294914484024)\n", - "Prediction: {'pred': 158.0, 'leaf': 259}\n", - "Based on n-samples: 1\n", - "Range (158.0, 158.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi > -0.0304567264392972) AND (s3 <= 0.057844193652272224)\n", - "Prediction: {'pred': 179.0, 'leaf': 261}\n", - "Based on n-samples: 1\n", - "Range (179.0, 179.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi > -0.0304567264392972) AND (s3 > 0.057844193652272224) AND (age <= 0.0326270991936326) AND (bp <= -0.036082636564970016) AND (bp <= -0.055592237040400505)\n", - "Prediction: {'pred': 92.0, 'leaf': 265}\n", - "Based on n-samples: 1\n", - "Range (92.0, 92.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi > -0.0304567264392972) AND (s3 > 0.057844193652272224) AND (age <= 0.0326270991936326) AND (bp <= -0.036082636564970016) AND (bp > -0.055592237040400505)\n", - "Prediction: {'pred': 98.0, 'leaf': 266}\n", - "Based on n-samples: 1\n", - "Range (98.0, 98.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi > -0.0304567264392972) AND (s3 > 0.057844193652272224) AND (age <= 0.0326270991936326) AND (bp > -0.036082636564970016)\n", - "Prediction: {'pred': 84.0, 'leaf': 267}\n", - "Based on n-samples: 2\n", - "Range (84.0, 84.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 <= -0.011402560397982597) AND (age > -0.040023669600486755) AND (bmi > -0.0304567264392972) AND (s3 > 0.057844193652272224) AND (age > 0.0326270991936326)\n", - "Prediction: {'pred': 118.0, 'leaf': 268}\n", - "Based on n-samples: 1\n", - "Range (118.0, 118.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 > -0.011402560397982597) AND (s1 <= 0.014254497364163399) AND (s5 <= -0.009924227371811867)\n", - "Prediction: {'pred': 148.0, 'leaf': 271}\n", - "Based on n-samples: 1\n", - "Range (148.0, 148.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 > -0.011402560397982597) AND (s1 <= 0.014254497364163399) AND (s5 > -0.009924227371811867)\n", - "Prediction: {'pred': 168.0, 'leaf': 272}\n", - "Based on n-samples: 1\n", - "Range (168.0, 168.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi <= -0.013211732730269432) AND (s5 > -0.011402560397982597) AND (s1 > 0.014254497364163399)\n", - "Prediction: {'pred': 97.0, 'leaf': 273}\n", - "Based on n-samples: 1\n", - "Range (97.0, 97.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 <= -0.03849855624139309) AND (s1 <= 0.021822238340973854) AND (age <= -0.007330824621021748) AND (age <= -0.07816532254219055)\n", - "Prediction: {'pred': 68.0, 'leaf': 278}\n", - "Based on n-samples: 1\n", - "Range (68.0, 68.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 <= -0.03849855624139309) AND (s1 <= 0.021822238340973854) AND (age <= -0.007330824621021748) AND (age > -0.07816532254219055) AND (s1 <= -0.023584206588566303)\n", - "Prediction: {'pred': 61.0, 'leaf': 280}\n", - "Based on n-samples: 1\n", - "Range (61.0, 61.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 <= -0.03849855624139309) AND (s1 <= 0.021822238340973854) AND (age <= -0.007330824621021748) AND (age > -0.07816532254219055) AND (s1 > -0.023584206588566303)\n", - "Prediction: {'pred': 60.0, 'leaf': 281}\n", - "Based on n-samples: 1\n", - "Range (60.0, 60.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 <= -0.03849855624139309) AND (s1 <= 0.021822238340973854) AND (age > -0.007330824621021748) AND (bp <= -0.0246063987724483)\n", - "Prediction: {'pred': 39.0, 'leaf': 283}\n", - "Based on n-samples: 1\n", - "Range (39.0, 39.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 <= -0.03849855624139309) AND (s1 <= 0.021822238340973854) AND (age > -0.007330824621021748) AND (bp > -0.0246063987724483)\n", - "Prediction: {'pred': 49.0, 'leaf': 284}\n", - "Based on n-samples: 1\n", - "Range (49.0, 49.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 <= -0.03849855624139309) AND (s1 > 0.021822238340973854)\n", - "Prediction: {'pred': 81.0, 'leaf': 285}\n", - "Based on n-samples: 1\n", - "Range (81.0, 81.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 > -0.03849855624139309) AND (s1 <= 0.017006403300911188) AND (s3 <= 0.050480917096138)\n", - "Prediction: {'pred': 113.0, 'leaf': 288}\n", - "Based on n-samples: 1\n", - "Range (113.0, 113.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 > -0.03849855624139309) AND (s1 <= 0.017006403300911188) AND (s3 > 0.050480917096138)\n", - "Prediction: {'pred': 88.0, 'leaf': 289}\n", - "Based on n-samples: 1\n", - "Range (88.0, 88.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp <= 0.02531522512435913) AND (bmi > -0.013211732730269432) AND (s5 > -0.03849855624139309) AND (s1 > 0.017006403300911188)\n", - "Prediction: {'pred': 59.0, 'leaf': 290}\n", - "Based on n-samples: 2\n", - "Range (59.0, 59.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp > 0.02531522512435913) AND (s6 <= 0.019632837269455194)\n", - "Prediction: {'pred': 103.0, 'leaf': 292}\n", - "Based on n-samples: 1\n", - "Range (103.0, 103.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex <= 0.003019241616129875) AND (bmi > -0.06279108859598637) AND (bp > 0.02531522512435913) AND (s6 > 0.019632837269455194)\n", - "Prediction: {'pred': 182.0, 'leaf': 293}\n", - "Based on n-samples: 1\n", - "Range (182.0, 182.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 <= 0.03391354810446501) AND (s6 <= -0.038356659933924675)\n", - "Prediction: {'pred': 77.0, 'leaf': 297}\n", - "Based on n-samples: 1\n", - "Range (77.0, 77.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 <= 0.03391354810446501) AND (s6 > -0.038356659933924675) AND (s2 <= 0.02138938568532467)\n", - "Prediction: {'pred': 71.0, 'leaf': 299}\n", - "Based on n-samples: 1\n", - "Range (71.0, 71.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 <= 0.03391354810446501) AND (s6 > -0.038356659933924675) AND (s2 > 0.02138938568532467)\n", - "Prediction: {'pred': 65.0, 'leaf': 300}\n", - "Based on n-samples: 1\n", - "Range (65.0, 65.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age <= -0.030942324548959732) AND (bp <= -0.002227739430963993) AND (bmi <= -0.048240624368190765)\n", - "Prediction: {'pred': 39.0, 'leaf': 304}\n", - "Based on n-samples: 1\n", - "Range (39.0, 39.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age <= -0.030942324548959732) AND (bp <= -0.002227739430963993) AND (bmi > -0.048240624368190765)\n", - "Prediction: {'pred': 42.0, 'leaf': 305}\n", - "Based on n-samples: 1\n", - "Range (42.0, 42.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age <= -0.030942324548959732) AND (bp > -0.002227739430963993)\n", - "Prediction: {'pred': 45.0, 'leaf': 306}\n", - "Based on n-samples: 1\n", - "Range (45.0, 45.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age > -0.030942324548959732) AND (bp <= -0.0022277403622865677) AND (bp <= -0.06247797794640064)\n", - "Prediction: {'pred': 51.0, 'leaf': 309}\n", - "Based on n-samples: 1\n", - "Range (51.0, 51.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age > -0.030942324548959732) AND (bp <= -0.0022277403622865677) AND (bp > -0.06247797794640064) AND (s1 <= -0.003632889362052083)\n", - "Prediction: {'pred': 52.0, 'leaf': 311}\n", - "Based on n-samples: 1\n", - "Range (52.0, 52.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age > -0.030942324548959732) AND (bp <= -0.0022277403622865677) AND (bp > -0.06247797794640064) AND (s1 > -0.003632889362052083)\n", - "Prediction: {'pred': 53.0, 'leaf': 312}\n", - "Based on n-samples: 1\n", - "Range (53.0, 53.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age <= 0.005383060371968895) AND (s3 > 0.03391354810446501) AND (age > -0.030942324548959732) AND (bp > -0.0022277403622865677)\n", - "Prediction: {'pred': 63.0, 'leaf': 313}\n", - "Based on n-samples: 1\n", - "Range (63.0, 63.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 <= -0.08332126587629318)\n", - "Prediction: {'pred': 47.0, 'leaf': 316}\n", - "Based on n-samples: 1\n", - "Range (47.0, 47.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 > -0.08332126587629318) AND (s6 <= -0.009361911041196436) AND (s3 <= 0.03575436770915985)\n", - "Prediction: {'pred': 91.0, 'leaf': 319}\n", - "Based on n-samples: 1\n", - "Range (91.0, 91.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 > -0.08332126587629318) AND (s6 <= -0.009361911041196436) AND (s3 > 0.03575436770915985) AND (bmi <= -0.02937891334295273) AND (s3 <= 0.07993402145802975)\n", - "Prediction: {'pred': 75.0, 'leaf': 322}\n", - "Based on n-samples: 1\n", - "Range (75.0, 75.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 > -0.08332126587629318) AND (s6 <= -0.009361911041196436) AND (s3 > 0.03575436770915985) AND (bmi <= -0.02937891334295273) AND (s3 > 0.07993402145802975)\n", - "Prediction: {'pred': 77.0, 'leaf': 323}\n", - "Based on n-samples: 1\n", - "Range (77.0, 77.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 > -0.08332126587629318) AND (s6 <= -0.009361911041196436) AND (s3 > 0.03575436770915985) AND (bmi > -0.02937891334295273)\n", - "Prediction: {'pred': 80.0, 'leaf': 324}\n", - "Based on n-samples: 1\n", - "Range (80.0, 80.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 > -0.08332126587629318) AND (s6 > -0.009361911041196436) AND (s4 <= -0.010895013809204102)\n", - "Prediction: {'pred': 66.0, 'leaf': 326}\n", - "Based on n-samples: 1\n", - "Range (66.0, 66.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 <= 0.005135462852194905) AND (s5 > -0.08332126587629318) AND (s6 > -0.009361911041196436) AND (s4 > -0.010895013809204102)\n", - "Prediction: {'pred': 63.0, 'leaf': 327}\n", - "Based on n-samples: 1\n", - "Range (63.0, 63.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 > 0.005135462852194905) AND (s3 <= 0.06888910755515099) AND (s3 <= 0.04679928068071604)\n", - "Prediction: {'pred': 104.0, 'leaf': 330}\n", - "Based on n-samples: 1\n", - "Range (104.0, 104.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 > 0.005135462852194905) AND (s3 <= 0.06888910755515099) AND (s3 > 0.04679928068071604)\n", - "Prediction: {'pred': 102.0, 'leaf': 331}\n", - "Based on n-samples: 1\n", - "Range (102.0, 102.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi <= 0.0061888848431408405) AND (s3 > 0.021027816459536552) AND (sex > 0.003019241616129875) AND (age > 0.005383060371968895) AND (s6 > 0.005135462852194905) AND (s3 > 0.06888910755515099)\n", - "Prediction: {'pred': 108.0, 'leaf': 332}\n", - "Based on n-samples: 1\n", - "Range (108.0, 108.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age <= -0.07998159155249596) AND (s6 <= 0.0009933559340424836)\n", - "Prediction: {'pred': 302.0, 'leaf': 335}\n", - "Based on n-samples: 1\n", - "Range (302.0, 302.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age <= -0.07998159155249596) AND (s6 > 0.0009933559340424836)\n", - "Prediction: {'pred': 246.0, 'leaf': 336}\n", - "Based on n-samples: 1\n", - "Range (246.0, 246.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 <= -0.047663379460573196) AND (bmi <= 0.03475090581923723) AND (bmi <= 0.00834450894035399)\n", - "Prediction: {'pred': 182.0, 'leaf': 341}\n", - "Based on n-samples: 1\n", - "Range (182.0, 182.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 <= -0.047663379460573196) AND (bmi <= 0.03475090581923723) AND (bmi > 0.00834450894035399) AND (s1 <= -0.0545431450009346)\n", - "Prediction: {'pred': 210.0, 'leaf': 343}\n", - "Based on n-samples: 1\n", - "Range (210.0, 210.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 <= -0.047663379460573196) AND (bmi <= 0.03475090581923723) AND (bmi > 0.00834450894035399) AND (s1 > -0.0545431450009346)\n", - "Prediction: {'pred': 201.0, 'leaf': 344}\n", - "Based on n-samples: 1\n", - "Range (201.0, 201.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 <= -0.047663379460573196) AND (bmi > 0.03475090581923723) AND (sex <= 0.003019241616129875) AND (bp <= -0.03493501152843237)\n", - "Prediction: {'pred': 136.0, 'leaf': 347}\n", - "Based on n-samples: 1\n", - "Range (136.0, 136.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 <= -0.047663379460573196) AND (bmi > 0.03475090581923723) AND (sex <= 0.003019241616129875) AND (bp > -0.03493501152843237)\n", - "Prediction: {'pred': 142.0, 'leaf': 348}\n", - "Based on n-samples: 1\n", - "Range (142.0, 142.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 <= -0.047663379460573196) AND (bmi > 0.03475090581923723) AND (sex > 0.003019241616129875)\n", - "Prediction: {'pred': 187.0, 'leaf': 349}\n", - "Based on n-samples: 1\n", - "Range (187.0, 187.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 <= -0.01200204819906503) AND (bp <= -0.0005063045537099242) AND (s3 <= 0.008142083417624235)\n", - "Prediction: {'pred': 55.0, 'leaf': 354}\n", - "Based on n-samples: 1\n", - "Range (55.0, 55.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 <= -0.01200204819906503) AND (bp <= -0.0005063045537099242) AND (s3 > 0.008142083417624235) AND (s1 <= -0.016704441513866186) AND (s5 <= -0.043564509600400925)\n", - "Prediction: {'pred': 95.0, 'leaf': 357}\n", - "Based on n-samples: 1\n", - "Range (95.0, 95.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 <= -0.01200204819906503) AND (bp <= -0.0005063045537099242) AND (s3 > 0.008142083417624235) AND (s1 <= -0.016704441513866186) AND (s5 > -0.043564509600400925) AND (s6 <= 0.0009933561086654663)\n", - "Prediction: {'pred': 90.0, 'leaf': 359}\n", - "Based on n-samples: 1\n", - "Range (90.0, 90.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 <= -0.01200204819906503) AND (bp <= -0.0005063045537099242) AND (s3 > 0.008142083417624235) AND (s1 <= -0.016704441513866186) AND (s5 > -0.043564509600400925) AND (s6 > 0.0009933561086654663)\n", - "Prediction: {'pred': 85.0, 'leaf': 360}\n", - "Based on n-samples: 1\n", - "Range (85.0, 85.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 <= -0.01200204819906503) AND (bp <= -0.0005063045537099242) AND (s3 > 0.008142083417624235) AND (s1 > -0.016704441513866186) AND (s1 <= 0.0011829459108412266)\n", - "Prediction: {'pred': 129.0, 'leaf': 362}\n", - "Based on n-samples: 1\n", - "Range (129.0, 129.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 <= -0.01200204819906503) AND (bp <= -0.0005063045537099242) AND (s3 > 0.008142083417624235) AND (s1 > -0.016704441513866186) AND (s1 > 0.0011829459108412266)\n", - "Prediction: {'pred': 103.0, 'leaf': 363}\n", - 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"Range (172.0, 172.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 > -0.01200204819906503) AND (age <= 0.009015598800033331) AND (bmi <= 0.03906215354800224) AND (s2 > -0.01509240921586752) AND (bmi > 0.03421199880540371)\n", - "Prediction: {'pred': 167.0, 'leaf': 375}\n", - "Based on n-samples: 1\n", - "Range (167.0, 167.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 > -0.01200204819906503) AND (age <= 0.009015598800033331) AND (bmi > 0.03906215354800224)\n", - "Prediction: {'pred': 147.0, 'leaf': 376}\n", - "Based on n-samples: 1\n", - "Range (147.0, 147.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 > -0.01200204819906503) AND (age > 0.009015598800033331) AND (age <= 0.03807590529322624) AND (s1 <= 0.0025588986463844776) AND (s2 <= 0.015439565759152174)\n", - 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"Range (140.0, 140.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 <= 0.0433097779750824) AND (s4 > -0.01200204819906503) AND (age > 0.009015598800033331) AND (age > 0.03807590529322624)\n", - "Prediction: {'pred': 110.0, 'leaf': 383}\n", - "Based on n-samples: 1\n", - "Range (110.0, 110.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 > 0.0433097779750824) AND (s3 <= -0.05444575846195221)\n", - "Prediction: {'pred': 69.0, 'leaf': 385}\n", - "Based on n-samples: 1\n", - "Range (69.0, 69.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp <= 0.009822307620197535) AND (s1 > -0.047663379460573196) AND (s2 > 0.0433097779750824) AND (s3 > -0.05444575846195221) AND (bmi <= 0.037445434369146824)\n", - 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"Prediction: {'pred': 70.0, 'leaf': 394}\n", - "Based on n-samples: 1\n", - "Range (70.0, 70.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 <= 0.013404100202023983) AND (s6 > -0.007290857844054699) AND (s4 <= -0.04373701103031635)\n", - "Prediction: {'pred': 170.0, 'leaf': 396}\n", - "Based on n-samples: 1\n", - "Range (170.0, 170.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 <= 0.013404100202023983) AND (s6 > -0.007290857844054699) AND (s4 > -0.04373701103031635) AND (bmi <= 0.011577945202589035)\n", - "Prediction: {'pred': 127.0, 'leaf': 398}\n", - "Based on n-samples: 1\n", - "Range (127.0, 127.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 <= 0.013404100202023983) AND (s6 > -0.007290857844054699) AND (s4 > -0.04373701103031635) AND (bmi > 0.011577945202589035) AND (s1 <= -0.013264558976516128)\n", - "Prediction: {'pred': 118.0, 'leaf': 400}\n", - "Based on n-samples: 1\n", - "Range (118.0, 118.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 <= 0.013404100202023983) AND (s6 > -0.007290857844054699) AND (s4 > -0.04373701103031635) AND (bmi > 0.011577945202589035) AND (s1 > -0.013264558976516128)\n", - "Prediction: {'pred': 113.0, 'leaf': 401}\n", - "Based on n-samples: 1\n", - "Range (113.0, 113.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 > 0.013404100202023983) AND (s3 <= -0.048923300579190254)\n", - "Prediction: {'pred': 244.0, 'leaf': 403}\n", - "Based on n-samples: 1\n", - "Range (244.0, 244.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 > 0.013404100202023983) AND (s3 > -0.048923300579190254) AND (s4 <= -0.02104282204527408)\n", - "Prediction: {'pred': 191.0, 'leaf': 405}\n", - "Based on n-samples: 1\n", - "Range (191.0, 191.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi <= 0.03906215354800224) AND (s2 > 0.013404100202023983) AND (s3 > -0.048923300579190254) AND (s4 > -0.02104282204527408)\n", - "Prediction: {'pred': 178.0, 'leaf': 406}\n", - "Based on n-samples: 1\n", - "Range (178.0, 178.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi > 0.03906215354800224) AND (s1 <= -0.0201443238183856) AND (s6 <= -0.01350401807576418) AND (s2 <= -0.015718706126790494)\n", - "Prediction: {'pred': 259.0, 'leaf': 410}\n", - "Based on n-samples: 1\n", - "Range (259.0, 259.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi > 0.03906215354800224) AND (s1 <= -0.0201443238183856) AND (s6 <= -0.01350401807576418) AND (s2 > -0.015718706126790494)\n", - "Prediction: {'pred': 263.0, 'leaf': 411}\n", - "Based on n-samples: 1\n", - "Range (263.0, 263.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi > 0.03906215354800224) AND (s1 <= -0.0201443238183856) AND (s6 > -0.01350401807576418) AND (bp <= 0.0476938858628273)\n", - "Prediction: {'pred': 288.0, 'leaf': 413}\n", - "Based on n-samples: 1\n", - "Range (288.0, 288.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi > 0.03906215354800224) AND (s1 <= -0.0201443238183856) AND (s6 > -0.01350401807576418) AND (bp > 0.0476938858628273)\n", - "Prediction: {'pred': 293.0, 'leaf': 414}\n", - "Based on n-samples: 1\n", - "Range (293.0, 293.0)\n", - "\n", - "Rules: (s5 <= -0.0037617861526086926) AND (bmi > 0.0061888848431408405) AND (age > -0.07998159155249596) AND (bp > 0.009822307620197535) AND (bmi > 0.03906215354800224) AND (s1 > -0.0201443238183856) AND (s2 <= 0.016535584814846516) AND (s5 <= -0.02908413577824831)\n", - 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"Prediction: {'pred': 140.0, 'leaf': 431}\n", - "Based on n-samples: 1\n", - "Range (140.0, 140.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 <= -0.0524792168289423) AND (s2 <= -0.06942366808652878) AND (age > -0.0981442853808403) AND (s2 <= -0.07521691545844078)\n", - "Prediction: {'pred': 178.0, 'leaf': 433}\n", - "Based on n-samples: 1\n", - "Range (178.0, 178.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 <= -0.0524792168289423) AND (s2 <= -0.06942366808652878) AND (age > -0.0981442853808403) AND (s2 > -0.07521691545844078)\n", - "Prediction: {'pred': 185.0, 'leaf': 434}\n", - "Based on n-samples: 1\n", - "Range (185.0, 185.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 <= -0.0524792168289423) AND (s2 > -0.06942366808652878) AND (bmi <= -0.02398985344916582)\n", - "Prediction: {'pred': 252.0, 'leaf': 436}\n", - "Based on n-samples: 2\n", - "Range (252.0, 252.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 <= -0.0524792168289423) AND (s2 > -0.06942366808652878) AND (bmi > -0.02398985344916582)\n", - "Prediction: {'pred': 156.0, 'leaf': 437}\n", - "Based on n-samples: 1\n", - "Range (156.0, 156.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 <= -0.02867429470643401) AND (s6 <= -0.00936191133223474)\n", - "Prediction: {'pred': 214.0, 'leaf': 443}\n", - "Based on n-samples: 1\n", - "Range (214.0, 214.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 <= -0.02867429470643401) AND (s6 > -0.00936191133223474)\n", - "Prediction: {'pred': 162.0, 'leaf': 444}\n", - "Based on n-samples: 1\n", - "Range (162.0, 162.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 > -0.02867429470643401) AND (age <= -6.574729923158884e-05) AND (bp <= -0.02288496308028698)\n", - "Prediction: {'pred': 94.0, 'leaf': 447}\n", - "Based on n-samples: 1\n", - "Range (94.0, 94.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 > -0.02867429470643401) AND (age <= -6.574729923158884e-05) AND (bp > -0.02288496308028698) AND (s6 <= -0.015575071796774864)\n", - "Prediction: {'pred': 83.0, 'leaf': 449}\n", - "Based on n-samples: 1\n", - "Range (83.0, 83.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 > -0.02867429470643401) AND (age <= -6.574729923158884e-05) AND (bp > -0.02288496308028698) AND (s6 > -0.015575071796774864)\n", - "Prediction: {'pred': 86.0, 'leaf': 450}\n", - "Based on n-samples: 1\n", - "Range (86.0, 86.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 > -0.02867429470643401) AND (age > -6.574729923158884e-05) AND (bp <= 0.014986613998189569)\n", - "Prediction: {'pred': 153.0, 'leaf': 452}\n", - "Based on n-samples: 1\n", - "Range (153.0, 153.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi <= -0.048779530450701714) AND (s3 > -0.02867429470643401) AND (age > -6.574729923158884e-05) AND (bp > 0.014986613998189569)\n", - "Prediction: {'pred': 170.0, 'leaf': 453}\n", - "Based on n-samples: 1\n", - "Range (170.0, 170.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age <= 0.02717829030007124) AND (bmi <= -0.028301101177930832)\n", - "Prediction: {'pred': 42.0, 'leaf': 457}\n", - "Based on n-samples: 1\n", - "Range (42.0, 42.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age <= 0.02717829030007124) AND (bmi > -0.028301101177930832) AND (s5 <= 0.015194777864962816)\n", - "Prediction: {'pred': 74.0, 'leaf': 459}\n", - "Based on n-samples: 1\n", - "Range (74.0, 74.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age <= 0.02717829030007124) AND (bmi > -0.028301101177930832) AND (s5 > 0.015194777864962816) AND (s1 <= -0.0270240877289325)\n", - "Prediction: {'pred': 58.0, 'leaf': 461}\n", - "Based on n-samples: 1\n", - "Range (58.0, 58.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age <= 0.02717829030007124) AND (bmi > -0.028301101177930832) AND (s5 > 0.015194777864962816) AND (s1 > -0.0270240877289325)\n", - "Prediction: {'pred': 66.0, 'leaf': 462}\n", - "Based on n-samples: 1\n", - "Range (66.0, 66.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age > 0.02717829030007124) AND (s2 <= -0.008829440688714385)\n", - "Prediction: {'pred': 88.0, 'leaf': 464}\n", - "Based on n-samples: 1\n", - "Range (88.0, 88.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age > 0.02717829030007124) AND (s2 > -0.008829440688714385) AND (age <= 0.05078979209065437)\n", - "Prediction: {'pred': 102.0, 'leaf': 466}\n", - "Based on n-samples: 1\n", - "Range (102.0, 102.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 <= -6.128355744294822e-05) AND (age > 0.02717829030007124) AND (s2 > -0.008829440688714385) AND (age > 0.05078979209065437)\n", - "Prediction: {'pred': 110.0, 'leaf': 467}\n", - "Based on n-samples: 1\n", - "Range (110.0, 110.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 <= 0.017944753170013428) AND (s1 <= -0.011888606008142233)\n", - "Prediction: {'pred': 93.0, 'leaf': 470}\n", - "Based on n-samples: 1\n", - "Range (93.0, 93.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 <= 0.017944753170013428) AND (s1 > -0.011888606008142233) AND (bp <= -0.00911348219960928)\n", - "Prediction: {'pred': 124.0, 'leaf': 472}\n", - "Based on n-samples: 1\n", - "Range (124.0, 124.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 <= 0.017944753170013428) AND (s1 > -0.011888606008142233) AND (bp > -0.00911348219960928)\n", - "Prediction: {'pred': 154.0, 'leaf': 473}\n", - "Based on n-samples: 1\n", - "Range (154.0, 154.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 > 0.017944753170013428) AND (bmi <= -0.031534538604319096) AND (s5 <= 0.0056847199448384345)\n", - "Prediction: {'pred': 102.0, 'leaf': 476}\n", - "Based on n-samples: 1\n", - "Range (102.0, 102.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 > 0.017944753170013428) AND (bmi <= -0.031534538604319096) AND (s5 > 0.0056847199448384345) AND (bp <= 0.005231812596321106)\n", - "Prediction: {'pred': 84.0, 'leaf': 478}\n", - "Based on n-samples: 1\n", - "Range (84.0, 84.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 > 0.017944753170013428) AND (bmi <= -0.031534538604319096) AND (s5 > 0.0056847199448384345) AND (bp > 0.005231812596321106)\n", - "Prediction: {'pred': 91.0, 'leaf': 479}\n", - "Based on n-samples: 1\n", - "Range (91.0, 91.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 <= 0.027040982618927956) AND (bmi > -0.048779530450701714) AND (s2 > -6.128355744294822e-05) AND (s2 > 0.017944753170013428) AND (bmi > -0.031534538604319096)\n", - "Prediction: {'pred': 69.0, 'leaf': 480}\n", - "Based on n-samples: 1\n", - "Range (69.0, 69.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 <= 0.09921042621135712) AND (bmi <= -0.026684382930397987) AND (age <= 0.03989217523485422) AND (s2 <= -0.002879619598388672)\n", - "Prediction: {'pred': 200.0, 'leaf': 486}\n", - "Based on n-samples: 1\n", - "Range (200.0, 200.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 <= 0.09921042621135712) AND (bmi <= -0.026684382930397987) AND (age <= 0.03989217523485422) AND (s2 > -0.002879619598388672)\n", - "Prediction: {'pred': 209.0, 'leaf': 487}\n", - "Based on n-samples: 1\n", - "Range (209.0, 209.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 <= 0.09921042621135712) AND (bmi <= -0.026684382930397987) AND (age > 0.03989217523485422)\n", - "Prediction: {'pred': 189.0, 'leaf': 488}\n", - "Based on n-samples: 1\n", - "Range (189.0, 189.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 <= 0.09921042621135712) AND (bmi > -0.026684382930397987) AND (s4 <= 0.034308859962038696)\n", - "Prediction: {'pred': 170.0, 'leaf': 490}\n", - "Based on n-samples: 1\n", - "Range (170.0, 170.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 <= 0.09921042621135712) AND (bmi > -0.026684382930397987) AND (s4 > 0.034308859962038696)\n", - "Prediction: {'pred': 163.0, 'leaf': 491}\n", - "Based on n-samples: 1\n", - "Range (163.0, 163.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 > 0.09921042621135712) AND (s3 <= -0.019470199942588806)\n", - "Prediction: {'pred': 152.0, 'leaf': 493}\n", - "Based on n-samples: 1\n", - "Range (152.0, 152.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 <= 0.03575436770915985) AND (s5 > 0.09921042621135712) AND (s3 > -0.019470199942588806)\n", - "Prediction: {'pred': 109.0, 'leaf': 494}\n", - "Based on n-samples: 1\n", - "Range (109.0, 109.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 > 0.03575436770915985) AND (s6 <= -0.02593033853918314)\n", - "Prediction: {'pred': 78.0, 'leaf': 496}\n", - "Based on n-samples: 1\n", - "Range (78.0, 78.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 <= 0.04241442494094372) AND (s5 > 0.027040982618927956) AND (s3 > 0.03575436770915985) AND (s6 > -0.02593033853918314)\n", - "Prediction: {'pred': 90.0, 'leaf': 497}\n", - "Based on n-samples: 1\n", - "Range (90.0, 90.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 > 0.04241442494094372) AND (s5 <= 0.03332746494561434) AND (bmi <= -0.033690162003040314) AND (bp <= 0.021298542618751526)\n", - "Prediction: {'pred': 206.0, 'leaf': 501}\n", - "Based on n-samples: 1\n", - "Range (206.0, 206.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 > 0.04241442494094372) AND (s5 <= 0.03332746494561434) AND (bmi <= -0.033690162003040314) AND (bp > 0.021298542618751526) AND (s3 <= -0.008425286738201976)\n", - "Prediction: {'pred': 185.0, 'leaf': 503}\n", - "Based on n-samples: 1\n", - "Range (185.0, 185.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 > 0.04241442494094372) AND (s5 <= 0.03332746494561434) AND (bmi <= -0.033690162003040314) AND (bp > 0.021298542618751526) AND (s3 > -0.008425286738201976)\n", - "Prediction: {'pred': 190.0, 'leaf': 504}\n", - "Based on n-samples: 1\n", - "Range (190.0, 190.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 > 0.04241442494094372) AND (s5 <= 0.03332746494561434) AND (bmi > -0.033690162003040314) AND (s1 <= 0.010126639157533646)\n", - "Prediction: {'pred': 168.0, 'leaf': 506}\n", - "Based on n-samples: 1\n", - "Range (168.0, 168.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 > 0.04241442494094372) AND (s5 <= 0.03332746494561434) AND (bmi > -0.033690162003040314) AND (s1 > 0.010126639157533646)\n", - "Prediction: {'pred': 172.0, 'leaf': 507}\n", - "Based on n-samples: 1\n", - "Range (172.0, 172.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi <= -0.021834230050444603) AND (s1 > -0.0524792168289423) AND (s6 > 0.04241442494094372) AND (s5 > 0.03332746494561434)\n", - "Prediction: {'pred': 120.0, 'leaf': 508}\n", - "Based on n-samples: 1\n", - "Range (120.0, 120.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 <= -0.045241665095090866) AND (s1 <= -0.024272182025015354) AND (bp <= 0.04425101447850466)\n", - "Prediction: {'pred': 277.0, 'leaf': 513}\n", - "Based on n-samples: 1\n", - "Range (277.0, 277.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 <= -0.045241665095090866) AND (s1 <= -0.024272182025015354) AND (bp > 0.04425101447850466)\n", - "Prediction: {'pred': 257.0, 'leaf': 514}\n", - "Based on n-samples: 1\n", - "Range (257.0, 257.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 <= -0.045241665095090866) AND (s1 > -0.024272182025015354) AND (s1 <= 0.0032468754798173904) AND (s1 <= -0.014640511944890022)\n", - "Prediction: {'pred': 150.0, 'leaf': 517}\n", - "Based on n-samples: 1\n", - "Range (150.0, 150.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 <= -0.045241665095090866) AND (s1 > -0.024272182025015354) AND (s1 <= 0.0032468754798173904) AND (s1 > -0.014640511944890022)\n", - "Prediction: {'pred': 129.0, 'leaf': 518}\n", - "Based on n-samples: 1\n", - "Range (129.0, 129.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 <= -0.045241665095090866) AND (s1 > -0.024272182025015354) AND (s1 > 0.0032468754798173904)\n", - "Prediction: {'pred': 235.0, 'leaf': 519}\n", - "Based on n-samples: 1\n", - "Range (235.0, 235.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 <= 0.0009933559340424836) AND (age <= -0.0654514404013753)\n", - "Prediction: {'pred': 200.0, 'leaf': 522}\n", - "Based on n-samples: 1\n", - "Range (200.0, 200.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 <= 0.0009933559340424836) AND (age > -0.0654514404013753) AND (s3 <= 0.06152583099901676) AND (age <= -0.009147093165665865)\n", - "Prediction: {'pred': 151.0, 'leaf': 525}\n", - "Based on n-samples: 1\n", - "Range (151.0, 151.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 <= 0.0009933559340424836) AND (age > -0.0654514404013753) AND (s3 <= 0.06152583099901676) AND (age > -0.009147093165665865) AND (s1 <= 0.0011829473078250885)\n", - "Prediction: {'pred': 131.0, 'leaf': 527}\n", - "Based on n-samples: 1\n", - "Range (131.0, 131.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 <= 0.0009933559340424836) AND (age > -0.0654514404013753) AND (s3 <= 0.06152583099901676) AND (age > -0.009147093165665865) AND (s1 > 0.0011829473078250885) AND (s6 <= -0.00521980453049764)\n", - "Prediction: {'pred': 141.0, 'leaf': 529}\n", - "Based on n-samples: 1\n", - "Range (141.0, 141.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 <= 0.0009933559340424836) AND (age > -0.0654514404013753) AND (s3 <= 0.06152583099901676) AND (age > -0.009147093165665865) AND (s1 > 0.0011829473078250885) AND (s6 > -0.00521980453049764)\n", - "Prediction: {'pred': 139.0, 'leaf': 530}\n", - "Based on n-samples: 1\n", - "Range (139.0, 139.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 <= 0.0009933559340424836) AND (age > -0.0654514404013753) AND (s3 > 0.06152583099901676)\n", - "Prediction: {'pred': 109.0, 'leaf': 531}\n", - "Based on n-samples: 1\n", - "Range (109.0, 109.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 <= -0.018067319877445698)\n", - "Prediction: {'pred': 48.0, 'leaf': 533}\n", - "Based on n-samples: 1\n", - "Range (48.0, 48.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 > -0.018067319877445698) AND (s5 <= 0.00454805395565927) AND (s6 <= 0.04655653145164251)\n", - "Prediction: {'pred': 73.0, 'leaf': 536}\n", - "Based on n-samples: 1\n", - "Range (73.0, 73.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 > -0.018067319877445698) AND (s5 <= 0.00454805395565927) AND (s6 > 0.04655653145164251)\n", - "Prediction: {'pred': 85.0, 'leaf': 537}\n", - "Based on n-samples: 1\n", - "Range (85.0, 85.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 > -0.018067319877445698) AND (s5 > 0.00454805395565927) AND (s4 <= -0.02104282204527408)\n", - "Prediction: {'pred': 109.0, 'leaf': 539}\n", - "Based on n-samples: 1\n", - "Range (109.0, 109.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 > -0.018067319877445698) AND (s5 > 0.00454805395565927) AND (s4 > -0.02104282204527408) AND (s6 <= 0.08176444098353386) AND (bp <= 0.040808144956827164)\n", - "Prediction: {'pred': 94.0, 'leaf': 542}\n", - "Based on n-samples: 1\n", - "Range (94.0, 94.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 > -0.018067319877445698) AND (s5 > 0.00454805395565927) AND (s4 > -0.02104282204527408) AND (s6 <= 0.08176444098353386) AND (bp > 0.040808144956827164)\n", - "Prediction: {'pred': 91.0, 'leaf': 543}\n", - "Based on n-samples: 1\n", - "Range (91.0, 91.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 <= 0.014447581954300404) AND (s3 > -0.045241665095090866) AND (s6 > 0.0009933559340424836) AND (s2 > -0.018067319877445698) AND (s5 > 0.00454805395565927) AND (s4 > -0.02104282204527408) AND (s6 > 0.08176444098353386)\n", - "Prediction: {'pred': 100.0, 'leaf': 544}\n", - "Based on n-samples: 1\n", - "Range (100.0, 100.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 <= -0.016704441513866186) AND (s2 <= -0.024017140502110124)\n", - "Prediction: {'pred': 276.0, 'leaf': 551}\n", - "Based on n-samples: 1\n", - "Range (276.0, 276.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 <= -0.016704441513866186) AND (s2 > -0.024017140502110124)\n", - "Prediction: {'pred': 292.0, 'leaf': 552}\n", - "Based on n-samples: 1\n", - "Range (292.0, 292.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 > -0.016704441513866186) AND (s6 <= -0.036285605281591415) AND (s4 <= 0.015858298051171005)\n", - "Prediction: {'pred': 258.0, 'leaf': 555}\n", - "Based on n-samples: 1\n", - "Range (258.0, 258.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 > -0.016704441513866186) AND (s6 <= -0.036285605281591415) AND (s4 > 0.015858298051171005)\n", - "Prediction: {'pred': 245.0, 'leaf': 556}\n", - "Based on n-samples: 1\n", - "Range (245.0, 245.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 > -0.016704441513866186) AND (s6 > -0.036285605281591415) AND (s3 <= -0.00842528697103262) AND (s1 <= -0.0015689595602452755)\n", - "Prediction: {'pred': 202.0, 'leaf': 559}\n", - "Based on n-samples: 1\n", - "Range (202.0, 202.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 > -0.016704441513866186) AND (s6 > -0.036285605281591415) AND (s3 <= -0.00842528697103262) AND (s1 > -0.0015689595602452755)\n", - "Prediction: {'pred': 206.0, 'leaf': 560}\n", - "Based on n-samples: 1\n", - "Range (206.0, 206.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 > -0.016704441513866186) AND (s6 > -0.036285605281591415) AND (s3 > -0.00842528697103262) AND (bmi <= -0.012672826880589128)\n", - "Prediction: {'pred': 214.0, 'leaf': 562}\n", - "Based on n-samples: 1\n", - "Range (214.0, 214.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp <= 0.03564383741468191) AND (s1 > -0.016704441513866186) AND (s6 > -0.036285605281591415) AND (s3 > -0.00842528697103262) AND (bmi > -0.012672826880589128)\n", - "Prediction: {'pred': 219.0, 'leaf': 563}\n", - "Based on n-samples: 1\n", - "Range (219.0, 219.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp > 0.03564383741468191) AND (age <= -0.0036982856690883636)\n", - "Prediction: {'pred': 181.0, 'leaf': 565}\n", - "Based on n-samples: 1\n", - "Range (181.0, 181.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp > 0.03564383741468191) AND (age > -0.0036982856690883636) AND (s6 <= -0.007290858076885343)\n", - "Prediction: {'pred': 138.0, 'leaf': 567}\n", - "Based on n-samples: 1\n", - "Range (138.0, 138.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 <= 0.03394758328795433) AND (bp > 0.03564383741468191) AND (age > -0.0036982856690883636) AND (s6 > -0.007290858076885343)\n", - "Prediction: {'pred': 143.0, 'leaf': 568}\n", - "Based on n-samples: 1\n", - "Range (143.0, 143.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 <= -0.008448724169284105) AND (s3 <= -0.06733148917555809) AND (s1 <= -0.016704441513866186)\n", - "Prediction: {'pred': 126.0, 'leaf': 572}\n", - "Based on n-samples: 1\n", - "Range (126.0, 126.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 <= -0.008448724169284105) AND (s3 <= -0.06733148917555809) AND (s1 > -0.016704441513866186)\n", - "Prediction: {'pred': 142.0, 'leaf': 573}\n", - "Based on n-samples: 1\n", - "Range (142.0, 142.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 <= -0.008448724169284105) AND (s3 > -0.06733148917555809)\n", - "Prediction: {'pred': 101.0, 'leaf': 574}\n", - "Based on n-samples: 1\n", - "Range (101.0, 101.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 <= -0.03421455156058073) AND (sex <= 0.003019241616129875)\n", - "Prediction: {'pred': 134.0, 'leaf': 577}\n", - "Based on n-samples: 1\n", - "Range (134.0, 134.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 <= -0.03421455156058073) AND (sex > 0.003019241616129875)\n", - "Prediction: {'pred': 171.0, 'leaf': 578}\n", - "Based on n-samples: 1\n", - "Range (171.0, 171.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 > -0.03421455156058073) AND (bp <= -0.014277786947786808)\n", - "Prediction: {'pred': 233.0, 'leaf': 580}\n", - "Based on n-samples: 1\n", - "Range (233.0, 233.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 > -0.03421455156058073) AND (bp > -0.014277786947786808) AND (age <= 0.028994560707360506)\n", - "Prediction: {'pred': 185.0, 'leaf': 582}\n", - "Based on n-samples: 1\n", - "Range (185.0, 185.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 > -0.03421455156058073) AND (bp > -0.014277786947786808) AND (age > 0.028994560707360506) AND (s4 <= 0.015858298051171005)\n", - "Prediction: {'pred': 202.0, 'leaf': 584}\n", - "Based on n-samples: 1\n", - "Range (202.0, 202.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 > -0.03421455156058073) AND (bp > -0.014277786947786808) AND (age > 0.028994560707360506) AND (s4 > 0.015858298051171005) AND (s6 <= -0.023859284818172455)\n", - "Prediction: {'pred': 196.0, 'leaf': 586}\n", - "Based on n-samples: 1\n", - "Range (196.0, 196.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 <= -0.003148751042317599) AND (s5 > 0.03394758328795433) AND (s1 > -0.008448724169284105) AND (s6 > -0.03421455156058073) AND (bp > -0.014277786947786808) AND (age > 0.028994560707360506) AND (s4 > 0.015858298051171005) AND (s6 > -0.023859284818172455)\n", - "Prediction: {'pred': 197.0, 'leaf': 587}\n", - "Based on n-samples: 1\n", - "Range (197.0, 197.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex <= 0.003019241616129875) AND (s4 <= 0.022685007192194462)\n", - "Prediction: {'pred': 198.0, 'leaf': 593}\n", - "Based on n-samples: 1\n", - "Range (198.0, 198.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex <= 0.003019241616129875) AND (s4 > 0.022685007192194462)\n", - "Prediction: {'pred': 174.0, 'leaf': 594}\n", - "Based on n-samples: 1\n", - "Range (174.0, 174.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 <= 0.025710145011544228) AND (age <= 0.009015598625410348) AND (s1 <= -0.0043208657298237085) AND (s5 <= 0.02017876785248518)\n", - "Prediction: {'pred': 107.0, 'leaf': 599}\n", - "Based on n-samples: 1\n", - "Range (107.0, 107.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 <= 0.025710145011544228) AND (age <= 0.009015598625410348) AND (s1 <= -0.0043208657298237085) AND (s5 > 0.02017876785248518)\n", - "Prediction: {'pred': 111.0, 'leaf': 600}\n", - "Based on n-samples: 1\n", - "Range (111.0, 111.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 <= 0.025710145011544228) AND (age <= 0.009015598625410348) AND (s1 > -0.0043208657298237085)\n", - "Prediction: {'pred': 90.0, 'leaf': 601}\n", - "Based on n-samples: 1\n", - "Range (90.0, 90.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 <= 0.025710145011544228) AND (age > 0.009015598625410348)\n", - "Prediction: {'pred': 151.0, 'leaf': 602}\n", - "Based on n-samples: 1\n", - "Range (151.0, 151.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 > 0.025710145011544228) AND (s2 <= -0.0002178578288294375) AND (bmi <= -0.0008168937638401985) AND (bp <= 0.01326517784036696)\n", - "Prediction: {'pred': 161.0, 'leaf': 606}\n", - "Based on n-samples: 1\n", - "Range (161.0, 161.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 > 0.025710145011544228) AND (s2 <= -0.0002178578288294375) AND (bmi <= -0.0008168937638401985) AND (bp > 0.01326517784036696)\n", - "Prediction: {'pred': 164.0, 'leaf': 607}\n", - "Based on n-samples: 1\n", - "Range (164.0, 164.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 > 0.025710145011544228) AND (s2 <= -0.0002178578288294375) AND (bmi > -0.0008168937638401985) AND (s5 <= 0.04871677607297897)\n", - "Prediction: {'pred': 144.0, 'leaf': 609}\n", - "Based on n-samples: 1\n", - "Range (144.0, 144.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 > 0.025710145011544228) AND (s2 <= -0.0002178578288294375) AND (bmi > -0.0008168937638401985) AND (s5 > 0.04871677607297897)\n", - "Prediction: {'pred': 150.0, 'leaf': 610}\n", - "Based on n-samples: 1\n", - "Range (150.0, 150.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 > 0.025710145011544228) AND (s2 > -0.0002178578288294375) AND (s5 <= 0.028651678003370762)\n", - "Prediction: {'pred': 144.0, 'leaf': 612}\n", - "Based on n-samples: 1\n", - "Range (144.0, 144.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 <= 0.034893790259957314) AND (sex > 0.003019241616129875) AND (s5 > 0.025710145011544228) AND (s2 > -0.0002178578288294375) AND (s5 > 0.028651678003370762)\n", - "Prediction: {'pred': 131.0, 'leaf': 613}\n", - "Based on n-samples: 1\n", - "Range (131.0, 131.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 > 0.034893790259957314) AND (s4 <= 0.026744129019789398) AND (s2 <= 0.03344560228288174)\n", - "Prediction: {'pred': 217.0, 'leaf': 616}\n", - "Based on n-samples: 1\n", - "Range (217.0, 217.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 > 0.034893790259957314) AND (s4 <= 0.026744129019789398) AND (s2 > 0.03344560228288174)\n", - "Prediction: {'pred': 235.0, 'leaf': 617}\n", - "Based on n-samples: 1\n", - "Range (235.0, 235.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 <= 0.06241284869611263) AND (s1 > 0.034893790259957314) AND (s4 > 0.026744129019789398)\n", - "Prediction: {'pred': 259.0, 'leaf': 618}\n", - "Based on n-samples: 1\n", - "Range (259.0, 259.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 > 0.06241284869611263) AND (s3 <= 0.009982902556657791) AND (bp <= -0.0343611987773329) AND (s3 <= -0.017629381734877825)\n", - "Prediction: {'pred': 116.0, 'leaf': 622}\n", - "Based on n-samples: 1\n", - "Range (116.0, 116.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 > 0.06241284869611263) AND (s3 <= 0.009982902556657791) AND (bp <= -0.0343611987773329) AND (s3 > -0.017629381734877825)\n", - "Prediction: {'pred': 115.0, 'leaf': 623}\n", - "Based on n-samples: 1\n", - "Range (115.0, 115.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 > 0.06241284869611263) AND (s3 <= 0.009982902556657791) AND (bp > -0.0343611987773329)\n", - "Prediction: {'pred': 131.0, 'leaf': 624}\n", - "Based on n-samples: 1\n", - "Range (131.0, 131.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 > 0.06241284869611263) AND (s3 > 0.009982902556657791) AND (s3 <= 0.024709454271942377)\n", - "Prediction: {'pred': 67.0, 'leaf': 626}\n", - "Based on n-samples: 1\n", - "Range (67.0, 67.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 <= 0.09999285265803337) AND (s1 > 0.06241284869611263) AND (s3 > 0.009982902556657791) AND (s3 > 0.024709454271942377)\n", - "Prediction: {'pred': 95.0, 'leaf': 627}\n", - "Based on n-samples: 1\n", - "Range (95.0, 95.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 > 0.09999285265803337) AND (bmi <= 0.0034943545470014215)\n", - "Prediction: {'pred': 229.0, 'leaf': 629}\n", - "Based on n-samples: 1\n", - "Range (229.0, 229.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 <= 0.03413021191954613) AND (s6 > -0.003148751042317599) AND (s4 > 0.09999285265803337) AND (bmi > 0.0034943545470014215)\n", - "Prediction: {'pred': 249.0, 'leaf': 630}\n", - "Based on n-samples: 1\n", - "Range (249.0, 249.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp <= 0.0287580955773592) AND (s1 <= 0.01150259212590754) AND (age <= 0.009015598625410348)\n", - "Prediction: {'pred': 262.0, 'leaf': 634}\n", - "Based on n-samples: 1\n", - "Range (262.0, 262.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp <= 0.0287580955773592) AND (s1 <= 0.01150259212590754) AND (age > 0.009015598625410348)\n", - "Prediction: {'pred': 220.0, 'leaf': 635}\n", - "Based on n-samples: 1\n", - "Range (220.0, 220.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp <= 0.0287580955773592) AND (s1 > 0.01150259212590754) AND (s5 <= 0.02366329450160265)\n", - "Prediction: {'pred': 179.0, 'leaf': 637}\n", - "Based on n-samples: 1\n", - "Range (179.0, 179.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp <= 0.0287580955773592) AND (s1 > 0.01150259212590754) AND (s5 > 0.02366329450160265) AND (s2 <= 0.030000966973602772)\n", - "Prediction: {'pred': 123.0, 'leaf': 639}\n", - "Based on n-samples: 1\n", - "Range (123.0, 123.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp <= 0.0287580955773592) AND (s1 > 0.01150259212590754) AND (s5 > 0.02366329450160265) AND (s2 > 0.030000966973602772)\n", - "Prediction: {'pred': 142.0, 'leaf': 640}\n", - "Based on n-samples: 1\n", - "Range (142.0, 142.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 <= 0.052781179547309875) AND (bmi <= 0.002416542498394847) AND (bmi <= -0.0035114239435642958) AND (s4 <= -0.002592261880636215)\n", - "Prediction: {'pred': 283.0, 'leaf': 646}\n", - "Based on n-samples: 1\n", - "Range (283.0, 283.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 <= 0.052781179547309875) AND (bmi <= 0.002416542498394847) AND (bmi <= -0.0035114239435642958) AND (s4 > -0.002592261880636215)\n", - "Prediction: {'pred': 281.0, 'leaf': 647}\n", - "Based on n-samples: 1\n", - "Range (281.0, 281.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 <= 0.052781179547309875) AND (bmi <= 0.002416542498394847) AND (bmi > -0.0035114239435642958)\n", - "Prediction: {'pred': 292.0, 'leaf': 648}\n", - "Based on n-samples: 1\n", - "Range (292.0, 292.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 <= 0.052781179547309875) AND (bmi > 0.002416542498394847) AND (bmi <= 0.009961227187886834)\n", - "Prediction: {'pred': 311.0, 'leaf': 650}\n", - "Based on n-samples: 1\n", - "Range (311.0, 311.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 <= 0.052781179547309875) AND (bmi > 0.002416542498394847) AND (bmi > 0.009961227187886834)\n", - "Prediction: {'pred': 297.0, 'leaf': 651}\n", - "Based on n-samples: 1\n", - "Range (297.0, 297.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 > 0.052781179547309875) AND (s6 <= 0.04655653238296509)\n", - "Prediction: {'pred': 241.0, 'leaf': 653}\n", - "Based on n-samples: 1\n", - "Range (241.0, 241.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 <= 0.057844193652272224) AND (s1 > 0.052781179547309875) AND (s6 > 0.04655653238296509)\n", - "Prediction: {'pred': 248.0, 'leaf': 654}\n", - "Based on n-samples: 1\n", - "Range (248.0, 248.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi <= 0.014811381697654724) AND (bmi > -0.021834230050444603) AND (s5 > 0.014447581954300404) AND (s6 > 0.03413021191954613) AND (bp > 0.0287580955773592) AND (s3 > 0.057844193652272224)\n", - "Prediction: {'pred': 191.0, 'leaf': 655}\n", - "Based on n-samples: 1\n", - "Range (191.0, 191.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 <= -0.07101312652230263) AND (s1 <= -0.03252790030092001)\n", - "Prediction: {'pred': 272.0, 'leaf': 661}\n", - "Based on n-samples: 1\n", - "Range (272.0, 272.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 <= -0.07101312652230263) AND (s1 > -0.03252790030092001)\n", - "Prediction: {'pred': 259.0, 'leaf': 662}\n", - "Based on n-samples: 1\n", - "Range (259.0, 259.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi <= 0.024511689320206642) AND (s1 <= 0.050717249512672424) AND (age <= 0.041708444245159626) AND (s6 <= -0.017646124586462975)\n", - "Prediction: {'pred': 242.0, 'leaf': 668}\n", - "Based on n-samples: 1\n", - "Range (242.0, 242.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi <= 0.024511689320206642) AND (s1 <= 0.050717249512672424) AND (age <= 0.041708444245159626) AND (s6 > -0.017646124586462975)\n", - "Prediction: {'pred': 265.0, 'leaf': 669}\n", - "Based on n-samples: 1\n", - "Range (265.0, 265.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi <= 0.024511689320206642) AND (s1 <= 0.050717249512672424) AND (age > 0.041708444245159626)\n", - "Prediction: {'pred': 197.0, 'leaf': 670}\n", - "Based on n-samples: 1\n", - "Range (197.0, 197.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi <= 0.024511689320206642) AND (s1 > 0.050717249512672424)\n", - "Prediction: {'pred': 128.0, 'leaf': 671}\n", - "Based on n-samples: 1\n", - "Range (128.0, 128.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 <= 0.0011913105845451355) AND (s1 <= -0.03871968574821949)\n", - "Prediction: {'pred': 141.0, 'leaf': 674}\n", - "Based on n-samples: 1\n", - "Range (141.0, 141.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 <= 0.0011913105845451355) AND (s1 > -0.03871968574821949) AND (s1 <= -0.030463969334959984)\n", - "Prediction: {'pred': 52.0, 'leaf': 676}\n", - "Based on n-samples: 1\n", - "Range (52.0, 52.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 <= 0.0011913105845451355) AND (s1 > -0.03871968574821949) AND (s1 > -0.030463969334959984) AND (age <= -0.03457486256957054) AND (sex <= 0.003019241616129875)\n", - "Prediction: {'pred': 78.0, 'leaf': 679}\n", - "Based on n-samples: 1\n", - "Range (78.0, 78.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 <= 0.0011913105845451355) AND (s1 > -0.03871968574821949) AND (s1 > -0.030463969334959984) AND (age <= -0.03457486256957054) AND (sex > 0.003019241616129875)\n", - "Prediction: {'pred': 85.0, 'leaf': 680}\n", - "Based on n-samples: 1\n", - "Range (85.0, 85.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 <= 0.0011913105845451355) AND (s1 > -0.03871968574821949) AND (s1 > -0.030463969334959984) AND (age > -0.03457486256957054)\n", - "Prediction: {'pred': 99.0, 'leaf': 681}\n", - "Based on n-samples: 1\n", - "Range (99.0, 99.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp <= 0.004658001358620822) AND (bmi <= 0.03960105963051319) AND (bmi <= 0.032595280557870865)\n", - "Prediction: {'pred': 196.0, 'leaf': 686}\n", - "Based on n-samples: 1\n", - "Range (196.0, 196.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp <= 0.004658001358620822) AND (bmi <= 0.03960105963051319) AND (bmi > 0.032595280557870865)\n", - "Prediction: {'pred': 220.0, 'leaf': 687}\n", - "Based on n-samples: 1\n", - "Range (220.0, 220.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp <= 0.004658001358620822) AND (bmi > 0.03960105963051319) AND (s2 <= 0.06272498145699501) AND (s6 <= 0.06519601494073868) AND (s2 <= 0.04612811282277107)\n", - "Prediction: {'pred': 178.0, 'leaf': 691}\n", - "Based on n-samples: 1\n", - "Range (178.0, 178.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp <= 0.004658001358620822) AND (bmi > 0.03960105963051319) AND (s2 <= 0.06272498145699501) AND (s6 <= 0.06519601494073868) AND (s2 > 0.04612811282277107)\n", - "Prediction: {'pred': 180.0, 'leaf': 692}\n", - "Based on n-samples: 1\n", - "Range (180.0, 180.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp <= 0.004658001358620822) AND (bmi > 0.03960105963051319) AND (s2 <= 0.06272498145699501) AND (s6 > 0.06519601494073868)\n", - "Prediction: {'pred': 173.0, 'leaf': 693}\n", - "Based on n-samples: 1\n", - "Range (173.0, 173.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp <= 0.004658001358620822) AND (bmi > 0.03960105963051319) AND (s2 > 0.06272498145699501)\n", - "Prediction: {'pred': 164.0, 'leaf': 694}\n", - "Based on n-samples: 1\n", - "Range (164.0, 164.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp > 0.004658001358620822) AND (s6 <= 0.04655653238296509)\n", - "Prediction: {'pred': 122.0, 'leaf': 696}\n", - "Based on n-samples: 1\n", - "Range (122.0, 122.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 <= 0.05368194915354252) AND (bp > 0.004658001358620822) AND (s6 > 0.04655653238296509)\n", - "Prediction: {'pred': 150.0, 'leaf': 697}\n", - "Based on n-samples: 1\n", - "Range (150.0, 150.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 > 0.05368194915354252) AND (s1 <= 0.04658939130604267) AND (s4 <= 0.08966054022312164)\n", - "Prediction: {'pred': 174.0, 'leaf': 700}\n", - "Based on n-samples: 1\n", - "Range (174.0, 174.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 > 0.05368194915354252) AND (s1 <= 0.04658939130604267) AND (s4 > 0.08966054022312164)\n", - "Prediction: {'pred': 137.0, 'leaf': 701}\n", - "Based on n-samples: 1\n", - "Range (137.0, 137.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 > 0.05368194915354252) AND (s1 > 0.04658939130604267) AND (s3 <= -0.034196751192212105) AND (s1 <= 0.10300345905125141)\n", - "Prediction: {'pred': 68.0, 'leaf': 704}\n", - "Based on n-samples: 1\n", - "Range (68.0, 68.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 > 0.05368194915354252) AND (s1 > 0.04658939130604267) AND (s3 <= -0.034196751192212105) AND (s1 > 0.10300345905125141)\n", - "Prediction: {'pred': 84.0, 'leaf': 705}\n", - "Based on n-samples: 1\n", - "Range (84.0, 84.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 > 0.05368194915354252) AND (s1 > 0.04658939130604267) AND (s3 > -0.034196751192212105) AND (s6 <= 0.0009933559340424836)\n", - "Prediction: {'pred': 121.0, 'leaf': 707}\n", - "Based on n-samples: 1\n", - "Range (121.0, 121.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 <= 0.06475206464529037) AND (bmi > 0.024511689320206642) AND (s2 > 0.0011913105845451355) AND (s4 > 0.05368194915354252) AND (s1 > 0.04658939130604267) AND (s3 > -0.034196751192212105) AND (s6 > 0.0009933559340424836)\n", - "Prediction: {'pred': 122.0, 'leaf': 708}\n", - "Based on n-samples: 1\n", - "Range (122.0, 122.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 > 0.06475206464529037) AND (s5 <= 0.0783594660460949) AND (s6 <= 0.009277570527046919)\n", - "Prediction: {'pred': 310.0, 'leaf': 711}\n", - "Based on n-samples: 1\n", - "Range (310.0, 310.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 > 0.06475206464529037) AND (s5 <= 0.0783594660460949) AND (s6 > 0.009277570527046919) AND (bmi <= 0.02343387808650732)\n", - "Prediction: {'pred': 262.0, 'leaf': 713}\n", - "Based on n-samples: 1\n", - "Range (262.0, 262.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 > 0.06475206464529037) AND (s5 <= 0.0783594660460949) AND (s6 > 0.009277570527046919) AND (bmi > 0.02343387808650732)\n", - "Prediction: {'pred': 225.0, 'leaf': 714}\n", - "Based on n-samples: 1\n", - "Range (225.0, 225.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 > 0.06475206464529037) AND (s5 > 0.0783594660460949) AND (age <= 0.023545753268990666)\n", - "Prediction: {'pred': 192.0, 'leaf': 716}\n", - "Based on n-samples: 1\n", - "Range (192.0, 192.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 <= 0.11283024400472641) AND (s3 > -0.07101312652230263) AND (s5 > 0.06475206464529037) AND (s5 > 0.0783594660460949) AND (age > 0.023545753268990666)\n", - "Prediction: {'pred': 132.0, 'leaf': 717}\n", - "Based on n-samples: 1\n", - "Range (132.0, 132.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 > 0.11283024400472641) AND (s4 <= 0.11918143928050995)\n", - "Prediction: {'pred': 268.0, 'leaf': 719}\n", - "Based on n-samples: 2\n", - "Range (268.0, 268.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp <= 0.01670804899185896) AND (s6 > 0.11283024400472641) AND (s4 > 0.11918143928050995)\n", - "Prediction: {'pred': 317.0, 'leaf': 720}\n", - "Based on n-samples: 1\n", - "Range (317.0, 317.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 <= -0.01971717830747366) AND (s3 <= 0.03023191075772047) AND (s1 <= 0.02044628467410803) AND (s1 <= -0.029088017530739307)\n", - "Prediction: {'pred': 225.0, 'leaf': 727}\n", - "Based on n-samples: 1\n", - "Range (225.0, 225.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 <= -0.01971717830747366) AND (s3 <= 0.03023191075772047) AND (s1 <= 0.02044628467410803) AND (s1 > -0.029088017530739307)\n", - "Prediction: {'pred': 221.0, 'leaf': 728}\n", - "Based on n-samples: 1\n", - "Range (221.0, 221.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 <= -0.01971717830747366) AND (s3 <= 0.03023191075772047) AND (s1 > 0.02044628467410803) AND (s6 <= -0.040427712723612785)\n", - "Prediction: {'pred': 248.0, 'leaf': 730}\n", - "Based on n-samples: 1\n", - "Range (248.0, 248.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 <= -0.01971717830747366) AND (s3 <= 0.03023191075772047) AND (s1 > 0.02044628467410803) AND (s6 > -0.040427712723612785)\n", - "Prediction: {'pred': 236.0, 'leaf': 731}\n", - "Based on n-samples: 1\n", - "Range (236.0, 236.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 <= -0.01971717830747366) AND (s3 > 0.03023191075772047) AND (s3 <= 0.05048091895878315)\n", - "Prediction: {'pred': 265.0, 'leaf': 733}\n", - "Based on n-samples: 1\n", - "Range (265.0, 265.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 <= -0.01971717830747366) AND (s3 > 0.03023191075772047) AND (s3 > 0.05048091895878315)\n", - "Prediction: {'pred': 283.0, 'leaf': 734}\n", - "Based on n-samples: 1\n", - "Range (283.0, 283.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi <= 0.018044818192720413) AND (bmi <= 0.016967006027698517)\n", - "Prediction: {'pred': 212.0, 'leaf': 737}\n", - "Based on n-samples: 1\n", - "Range (212.0, 212.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi <= 0.018044818192720413) AND (bmi > 0.016967006027698517) AND (s5 <= 0.04124180227518082)\n", - "Prediction: {'pred': 173.0, 'leaf': 739}\n", - "Based on n-samples: 1\n", - "Range (173.0, 173.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi <= 0.018044818192720413) AND (bmi > 0.016967006027698517) AND (s5 > 0.04124180227518082)\n", - "Prediction: {'pred': 139.0, 'leaf': 740}\n", - "Based on n-samples: 1\n", - "Range (139.0, 139.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 <= -0.048129571601748466)\n", - "Prediction: {'pred': 281.0, 'leaf': 744}\n", - "Based on n-samples: 1\n", - "Range (281.0, 281.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 <= 0.008863447699695826) AND (bmi <= 0.053612615913152695) AND (s3 <= 0.050480918027460575) AND (bmi <= 0.025050596334040165)\n", - "Prediction: {'pred': 178.0, 'leaf': 749}\n", - "Based on n-samples: 1\n", - "Range (178.0, 178.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 <= 0.008863447699695826) AND (bmi <= 0.053612615913152695) AND (s3 <= 0.050480918027460575) AND (bmi > 0.025050596334040165) AND (s1 <= 0.012878545559942722) AND (age <= 0.01991321425884962)\n", - "Prediction: {'pred': 202.0, 'leaf': 752}\n", - "Based on n-samples: 2\n", - "Range (202.0, 202.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 <= 0.008863447699695826) AND (bmi <= 0.053612615913152695) AND (s3 <= 0.050480918027460575) AND (bmi > 0.025050596334040165) AND (s1 <= 0.012878545559942722) AND (age > 0.01991321425884962)\n", - "Prediction: {'pred': 208.0, 'leaf': 753}\n", - "Based on n-samples: 1\n", - "Range (208.0, 208.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 <= 0.008863447699695826) AND (bmi <= 0.053612615913152695) AND (s3 <= 0.050480918027460575) AND (bmi > 0.025050596334040165) AND (s1 > 0.012878545559942722)\n", - "Prediction: {'pred': 195.0, 'leaf': 754}\n", - "Based on n-samples: 1\n", - "Range (195.0, 195.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 <= 0.008863447699695826) AND (bmi <= 0.053612615913152695) AND (s3 > 0.050480918027460575)\n", - "Prediction: {'pred': 166.0, 'leaf': 755}\n", - "Based on n-samples: 1\n", - "Range (166.0, 166.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 <= 0.008863447699695826) AND (bmi > 0.053612615913152695)\n", - "Prediction: {'pred': 151.0, 'leaf': 756}\n", - "Based on n-samples: 1\n", - "Range (151.0, 151.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 <= 0.025262121111154556) AND (s6 <= 0.023774944245815277) AND (s2 <= 0.011212061159312725)\n", - "Prediction: {'pred': 265.0, 'leaf': 760}\n", - "Based on n-samples: 1\n", - "Range (265.0, 265.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 <= 0.025262121111154556) AND (s6 <= 0.023774944245815277) AND (s2 > 0.011212061159312725) AND (s5 <= 0.018118082429282367)\n", - "Prediction: {'pred': 237.0, 'leaf': 762}\n", - "Based on n-samples: 1\n", - "Range (237.0, 237.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 <= 0.025262121111154556) AND (s6 <= 0.023774944245815277) AND (s2 > 0.011212061159312725) AND (s5 > 0.018118082429282367)\n", - "Prediction: {'pred': 232.0, 'leaf': 763}\n", - "Based on n-samples: 1\n", - "Range (232.0, 232.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 <= 0.025262121111154556) AND (s6 > 0.023774944245815277)\n", - "Prediction: {'pred': 275.0, 'leaf': 764}\n", - "Based on n-samples: 1\n", - "Range (275.0, 275.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 > 0.025262121111154556) AND (s6 <= 0.003064409422222525)\n", - "Prediction: {'pred': 163.0, 'leaf': 766}\n", - "Based on n-samples: 1\n", - "Range (163.0, 163.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 > 0.025262121111154556) AND (s6 > 0.003064409422222525) AND (s2 <= 0.0282786525785923)\n", - "Prediction: {'pred': 198.0, 'leaf': 768}\n", - "Based on n-samples: 1\n", - "Range (198.0, 198.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 > 0.025262121111154556) AND (s6 > 0.003064409422222525) AND (s2 > 0.0282786525785923) AND (s4 <= 0.05275942012667656)\n", - "Prediction: {'pred': 215.0, 'leaf': 770}\n", - "Based on n-samples: 1\n", - "Range (215.0, 215.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 <= 0.03827231749892235) AND (s2 > -0.048129571601748466) AND (s2 > 0.008863447699695826) AND (s1 > 0.025262121111154556) AND (s6 > 0.003064409422222525) AND (s2 > 0.0282786525785923) AND (s4 > 0.05275942012667656)\n", - "Prediction: {'pred': 222.0, 'leaf': 771}\n", - "Based on n-samples: 1\n", - "Range (222.0, 222.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 > 0.03827231749892235) AND (bmi <= 0.05415152199566364) AND (bp <= 0.025889037176966667)\n", - "Prediction: {'pred': 281.0, 'leaf': 774}\n", - "Based on n-samples: 1\n", - "Range (281.0, 281.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 > 0.03827231749892235) AND (bmi <= 0.05415152199566364) AND (bp > 0.025889037176966667) AND (s3 <= -0.07101312652230263)\n", - "Prediction: {'pred': 232.0, 'leaf': 776}\n", - "Based on n-samples: 1\n", - "Range (232.0, 232.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 > 0.03827231749892235) AND (bmi <= 0.05415152199566364) AND (bp > 0.025889037176966667) AND (s3 > -0.07101312652230263) AND (s1 <= 0.0906198788434267) AND (s6 <= 0.05276969261467457)\n", - "Prediction: {'pred': 248.0, 'leaf': 779}\n", - "Based on n-samples: 1\n", - "Range (248.0, 248.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 > 0.03827231749892235) AND (bmi <= 0.05415152199566364) AND (bp > 0.025889037176966667) AND (s3 > -0.07101312652230263) AND (s1 <= 0.0906198788434267) AND (s6 > 0.05276969261467457)\n", - "Prediction: {'pred': 246.0, 'leaf': 780}\n", - "Based on n-samples: 1\n", - "Range (246.0, 246.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 > 0.03827231749892235) AND (bmi <= 0.05415152199566364) AND (bp > 0.025889037176966667) AND (s3 > -0.07101312652230263) AND (s1 > 0.0906198788434267)\n", - "Prediction: {'pred': 258.0, 'leaf': 781}\n", - "Based on n-samples: 1\n", - "Range (258.0, 258.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 <= 0.08797760121524334) AND (s6 > 0.03827231749892235) AND (bmi > 0.05415152199566364)\n", - "Prediction: {'pred': 186.0, 'leaf': 782}\n", - "Based on n-samples: 1\n", - "Range (186.0, 186.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp <= 0.09589407593011856) AND (s6 > -0.01971717830747366) AND (bmi > 0.018044818192720413) AND (s6 > 0.08797760121524334)\n", - "Prediction: {'pred': 155.0, 'leaf': 783}\n", - "Based on n-samples: 1\n", - "Range (155.0, 155.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp > 0.09589407593011856) AND (age <= -0.01459590153535828)\n", - "Prediction: {'pred': 243.0, 'leaf': 785}\n", - "Based on n-samples: 1\n", - "Range (243.0, 243.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp > 0.09589407593011856) AND (age > -0.01459590153535828) AND (s3 <= 0.004460445838049054) AND (s2 <= 0.00494909193366766)\n", - "Prediction: {'pred': 280.0, 'leaf': 788}\n", - "Based on n-samples: 1\n", - "Range (280.0, 280.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp > 0.09589407593011856) AND (age > -0.01459590153535828) AND (s3 <= 0.004460445838049054) AND (s2 > 0.00494909193366766)\n", - "Prediction: {'pred': 270.0, 'leaf': 789}\n", - "Based on n-samples: 1\n", - "Range (270.0, 270.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 <= 0.07399734109640121) AND (bp > 0.09589407593011856) AND (age > -0.01459590153535828) AND (s3 > 0.004460445838049054)\n", - "Prediction: {'pred': 296.0, 'leaf': 790}\n", - "Based on n-samples: 1\n", - "Range (296.0, 296.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 <= -0.03787839040160179) AND (s6 <= 0.03413021098822355)\n", - "Prediction: {'pred': 273.0, 'leaf': 793}\n", - "Based on n-samples: 1\n", - "Range (273.0, 273.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 <= -0.03787839040160179) AND (s6 > 0.03413021098822355) AND (bp <= 0.06605586409568787) AND (s6 <= 0.10868813470005989)\n", - "Prediction: {'pred': 242.0, 'leaf': 796}\n", - "Based on n-samples: 1\n", - "Range (242.0, 242.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 <= -0.03787839040160179) AND (s6 > 0.03413021098822355) AND (bp <= 0.06605586409568787) AND (s6 > 0.10868813470005989)\n", - "Prediction: {'pred': 245.0, 'leaf': 797}\n", - "Based on n-samples: 1\n", - "Range (245.0, 245.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 <= -0.03787839040160179) AND (s6 > 0.03413021098822355) AND (bp > 0.06605586409568787) AND (s5 <= 0.08719198033213615)\n", - "Prediction: {'pred': 217.0, 'leaf': 799}\n", - "Based on n-samples: 1\n", - "Range (217.0, 217.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 <= -0.03787839040160179) AND (s6 > 0.03413021098822355) AND (bp > 0.06605586409568787) AND (s5 > 0.08719198033213615)\n", - "Prediction: {'pred': 230.0, 'leaf': 800}\n", - "Based on n-samples: 1\n", - "Range (230.0, 230.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 > -0.03787839040160179) AND (s5 <= 0.07496506348252296)\n", - "Prediction: {'pred': 272.0, 'leaf': 802}\n", - "Based on n-samples: 1\n", - "Range (272.0, 272.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 > -0.03787839040160179) AND (s5 > 0.07496506348252296) AND (s6 <= 0.06312496028840542)\n", - "Prediction: {'pred': 303.0, 'leaf': 804}\n", - "Based on n-samples: 1\n", - "Range (303.0, 303.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi <= 0.06870198622345924) AND (bp > 0.01670804899185896) AND (s5 > 0.07399734109640121) AND (s3 > -0.03787839040160179) AND (s5 > 0.07496506348252296) AND (s6 > 0.06312496028840542)\n", - "Prediction: {'pred': 310.0, 'leaf': 805}\n", - "Based on n-samples: 1\n", - "Range (310.0, 310.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 <= -0.01394774322398007) AND (bmi <= 0.10804212465882301) AND (s5 <= 0.016823693411424756)\n", - "Prediction: {'pred': 321.0, 'leaf': 811}\n", - "Based on n-samples: 1\n", - "Range (321.0, 321.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 <= -0.01394774322398007) AND (bmi <= 0.10804212465882301) AND (s5 > 0.016823693411424756)\n", - "Prediction: {'pred': 332.0, 'leaf': 812}\n", - "Based on n-samples: 1\n", - "Range (332.0, 332.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 <= -0.01394774322398007) AND (bmi > 0.10804212465882301) AND (bmi <= 0.11828133836388588)\n", - "Prediction: {'pred': 336.0, 'leaf': 814}\n", - "Based on n-samples: 1\n", - "Range (336.0, 336.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 <= -0.01394774322398007) AND (bmi > 0.10804212465882301) AND (bmi > 0.11828133836388588) AND (s1 <= -0.04147159308195114)\n", - "Prediction: {'pred': 341.0, 'leaf': 816}\n", - "Based on n-samples: 1\n", - "Range (341.0, 341.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 <= -0.01394774322398007) AND (bmi > 0.10804212465882301) AND (bmi > 0.11828133836388588) AND (s1 > -0.04147159308195114)\n", - "Prediction: {'pred': 346.0, 'leaf': 817}\n", - "Based on n-samples: 1\n", - "Range (346.0, 346.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 > -0.01394774322398007) AND (sex <= 0.003019241616129875)\n", - "Prediction: {'pred': 261.0, 'leaf': 819}\n", - "Based on n-samples: 1\n", - "Range (261.0, 261.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 <= 0.0317962309345603) AND (s3 > -0.01394774322398007) AND (sex > 0.003019241616129875)\n", - "Prediction: {'pred': 274.0, 'leaf': 820}\n", - "Based on n-samples: 1\n", - "Range (274.0, 274.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 <= 0.021703890524804592) AND (s6 <= -0.005219804123044014)\n", - "Prediction: {'pred': 281.0, 'leaf': 825}\n", - "Based on n-samples: 1\n", - "Range (281.0, 281.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 <= 0.021703890524804592) AND (s6 > -0.005219804123044014)\n", - "Prediction: {'pred': 275.0, 'leaf': 826}\n", - "Based on n-samples: 1\n", - "Range (275.0, 275.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 > 0.021703890524804592) AND (s2 <= -0.027931496500968933) AND (s1 <= -0.010512652806937695)\n", - "Prediction: {'pred': 263.0, 'leaf': 829}\n", - "Based on n-samples: 1\n", - "Range (263.0, 263.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 > 0.021703890524804592) AND (s2 <= -0.027931496500968933) AND (s1 > -0.010512652806937695)\n", - "Prediction: {'pred': 258.0, 'leaf': 830}\n", - "Based on n-samples: 1\n", - "Range (258.0, 258.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 > 0.021703890524804592) AND (s2 > -0.027931496500968933) AND (s3 <= -0.05260493978857994)\n", - "Prediction: {'pred': 270.0, 'leaf': 832}\n", - "Based on n-samples: 1\n", - "Range (270.0, 270.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 > 0.021703890524804592) AND (s2 > -0.027931496500968933) AND (s3 > -0.05260493978857994) AND (s5 <= 0.08248905651271343)\n", - "Prediction: {'pred': 275.0, 'leaf': 834}\n", - "Based on n-samples: 2\n", - "Range (275.0, 275.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 <= 0.006827982608228922) AND (s6 > 0.021703890524804592) AND (s2 > -0.027931496500968933) AND (s3 > -0.05260493978857994) AND (s5 > 0.08248905651271343)\n", - "Prediction: {'pred': 277.0, 'leaf': 835}\n", - "Based on n-samples: 1\n", - "Range (277.0, 277.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 > 0.006827982608228922) AND (s2 <= 0.01669215876609087)\n", - "Prediction: {'pred': 295.0, 'leaf': 837}\n", - "Based on n-samples: 1\n", - "Range (295.0, 295.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 > 0.006827982608228922) AND (s2 > 0.01669215876609087) AND (bmi <= 0.10804212838411331)\n", - "Prediction: {'pred': 310.0, 'leaf': 839}\n", - "Based on n-samples: 1\n", - "Range (310.0, 310.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age <= 0.059871137142181396) AND (s2 > 0.006827982608228922) AND (s2 > 0.01669215876609087) AND (bmi > 0.10804212838411331)\n", - "Prediction: {'pred': 308.0, 'leaf': 840}\n", - "Based on n-samples: 1\n", - "Range (308.0, 308.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 <= 0.022485405206680298) AND (s5 > 0.0317962309345603) AND (age > 0.059871137142181396)\n", - "Prediction: {'pred': 220.0, 'leaf': 841}\n", - "Based on n-samples: 1\n", - "Range (220.0, 220.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 <= 0.0176943801343441)\n", - "Prediction: {'pred': 128.0, 'leaf': 843}\n", - "Based on n-samples: 1\n", - "Range (128.0, 128.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 <= 0.023198191076517105) AND (s2 <= 0.04002171941101551)\n", - "Prediction: {'pred': 264.0, 'leaf': 847}\n", - "Based on n-samples: 1\n", - "Range (264.0, 264.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 <= 0.023198191076517105) AND (s2 > 0.04002171941101551)\n", - "Prediction: {'pred': 279.0, 'leaf': 848}\n", - "Based on n-samples: 1\n", - "Range (279.0, 279.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 <= 0.04448547773063183) AND (bmi <= 0.07462995126843452)\n", - "Prediction: {'pred': 252.0, 'leaf': 851}\n", - "Based on n-samples: 1\n", - "Range (252.0, 252.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 <= 0.04448547773063183) AND (bmi > 0.07462995126843452) AND (s3 <= -0.0010620104148983955) AND (bp <= 0.051136755384504795)\n", - "Prediction: {'pred': 242.0, 'leaf': 854}\n", - "Based on n-samples: 1\n", - "Range (242.0, 242.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 <= 0.04448547773063183) AND (bmi > 0.07462995126843452) AND (s3 <= -0.0010620104148983955) AND (bp > 0.051136755384504795)\n", - "Prediction: {'pred': 243.0, 'leaf': 855}\n", - "Based on n-samples: 1\n", - "Range (243.0, 243.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 <= 0.04448547773063183) AND (bmi > 0.07462995126843452) AND (s3 > -0.0010620104148983955) AND (s5 <= 0.020031505409860983)\n", - "Prediction: {'pred': 237.0, 'leaf': 857}\n", - "Based on n-samples: 1\n", - "Range (237.0, 237.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 <= 0.04448547773063183) AND (bmi > 0.07462995126843452) AND (s3 > -0.0010620104148983955) AND (s5 > 0.020031505409860983)\n", - "Prediction: {'pred': 233.0, 'leaf': 858}\n", - "Based on n-samples: 1\n", - "Range (233.0, 233.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 > 0.04448547773063183) AND (age <= 0.005383061245083809) AND (s1 <= 0.09749964252114296)\n", - "Prediction: {'pred': 233.0, 'leaf': 861}\n", - "Based on n-samples: 1\n", - "Range (233.0, 233.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 > 0.04448547773063183) AND (age <= 0.005383061245083809) AND (s1 > 0.09749964252114296)\n", - "Prediction: {'pred': 220.0, 'leaf': 862}\n", - "Based on n-samples: 1\n", - "Range (220.0, 220.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 <= 0.12656165659427643) AND (s1 > 0.023198191076517105) AND (s6 > 0.04448547773063183) AND (age > 0.005383061245083809)\n", - "Prediction: {'pred': 180.0, 'leaf': 863}\n", - "Based on n-samples: 1\n", - "Range (180.0, 180.0)\n", - "\n", - "Rules: (s5 > -0.0037617861526086926) AND (bmi > 0.014811381697654724) AND (bmi > 0.06870198622345924) AND (s2 > 0.022485405206680298) AND (s1 > 0.0176943801343441) AND (s4 > 0.12656165659427643)\n", - "Prediction: {'pred': 306.0, 'leaf': 864}\n", - "Based on n-samples: 1\n", - "Range (306.0, 306.0)\n", - "\n" - ] - } - ], - "source": [ - "# Convert the decision tree to human readable rules\n", - "rules = get_rules(clf, feature_names, None)\n", - "\n", - "# Print the rules\n", - "print_rules(rules, clf, dataset, labels)" - ] - }, - { - "cell_type": "code", - "execution_count": 528, - "id": "96d9c19c", - "metadata": {}, - "outputs": [], - "source": [ - "for rule in rules:\n", - " rule[0] = list(rule_to_interval(rule[0]).items())" - ] - }, - { - "cell_type": "code", - "execution_count": 529, - "id": "8d972ca4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[[('s5', [-inf, -0.0037617861526086926]),\n", - " ('bmi', [-inf, 0.0061888848431408405]),\n", - " ('s3', [-inf, 0.021027816459536552]),\n", - " ('s2', [-inf, 0.09106491878628731]),\n", - " ('sex', [-inf, 0.003019241616129875]),\n", - " ('bp', [-inf, -0.0917423777282238]),\n", - " ('age', [-inf, -0.05092128552496433])],\n", - " {'pred': 55.0, 'leaf': 8},\n", - " 1],\n", - " [[('s5', [-inf, -0.0037617861526086926]),\n", - " ('bmi', [-inf, 0.0061888848431408405]),\n", - " ('s3', [-inf, 0.021027816459536552]),\n", - " ('s2', [-inf, 0.09106491878628731]),\n", - " ('sex', [-inf, 0.003019241616129875]),\n", - 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" {'pred': 306.0, 'leaf': 864},\n", - " 1]]" - ] - }, - "execution_count": 529, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rules" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/dev/HEROS_MultiData_Notebook.ipynb b/dev/HEROS_MultiData_Notebook.ipynb deleted file mode 100644 index 9df901c..0000000 --- a/dev/HEROS_MultiData_Notebook.ipynb +++ /dev/null @@ -1,38473 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# scikit-HEROS: Models With Multiple Datasets Notebook\n", - "This notebook is set up as a demonstration for running scikit-HEROS.\n", - "\n", - "\n", - "***\n", - "## Imports:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import pandas as pd\n", - "import numpy as np\n", - "from scipy.stats import wilcoxon\n", - "p_val = 0.05\n", - "# Simulating data\n", - "np.random.seed(42)\n", - "datasets = [\"Dataset 1\", \"Dataset 2\", \"Dataset 3\", \"Dataset 4\", \"Dataset 5\", \"Dataset 6\"]\n", - "timepoints = [\"T1\", \"T2\", \"T3\", \"T4\", \"T5\", \"T6\"]\n", - "algorithms = [\"Algorithm 1\", \"Algorithm 2\"]\n", - "subplot_count = len(timepoints)*len(algorithms)\n", - "\n", - "data = []\n", - "for dataset in datasets:\n", - " for timepoint in timepoints:\n", - " for algorithm in algorithms:\n", - " # Simulate 100 metric values per timepoint per algorithm per dataset\n", - " metrics = np.random.normal(\n", - " loc=0.8 if algorithm == \"Algorithm 1\" else 0.75,\n", - " scale=0.05,\n", - " size=100\n", - " )\n", - " for metric in metrics:\n", - " data.append({\n", - " \"Dataset\": dataset,\n", - " \"Time Point\": timepoint,\n", - " \"Algorithm\": algorithm,\n", - " \"Metric\": metric\n", - " })\n", - "\n", - "# Convert to DataFrame\n", - "df = pd.DataFrame(data)\n", - "\n", - "# Create a combined column for grouping within each dataset\n", - "df['Group'] = df['Time Point'] + \" | \" + df['Algorithm']\n", - "\n", - "custom_palette = [\n", - " \"#f0f0f0\", # very light grey\n", - " \"#FFCC99\", # light orange\n", - " \"#d3d3d3\", # light grey\n", - " \"#FFFF99\", # light yellow\n", - " \"#b0b0b0\", # light medium grey\n", - " \"#99FF99\", # light green\n", - " \"#808080\", # medium grey\n", - " \"#99CCFF\", # light blue\n", - " \"#707070\", # slightly dark grey\n", - " \"#9999FF\", # light indego\n", - " \"#585858\", # medium dark grey\n", - " \"#CC99FF\" # light violet\n", - "]\n", - "\"\"\"\n", - "custom_palette = [\n", - " \"#f0f8ff\", # lightest blue\n", - " \"#f0f0f0\", # very light grey\n", - " \"#b3e0ff\", # light sky blue\n", - " \"#d3d3d3\", # light grey\n", - " \"#80c4e6\", # light medium blue\n", - " \"#b0b0b0\", # light medium grey\n", - " \"#4da3d1\", # moderate blue\n", - " \"#808080\", # medium grey\n", - " \"#2692cc\", # slightly darker blue\n", - " \"#707070\", # slightly dark grey\n", - " \"#1a73a8\", # medium dark blue\n", - " \"#585858\" # medium dark grey\n", - "]\n", - "\"\"\"\n", - "# Create the boxplot\n", - "plt.figure(figsize=(15, 8))\n", - "ax = sns.boxplot(\n", - " x=\"Dataset\",\n", - " y=\"Metric\",\n", - " hue=\"Group\",\n", - " data=df,\n", - " dodge=True,\n", - " palette=sns.color_palette(custom_palette),\n", - " showmeans=True,\n", - " meanprops={'marker':'o',\n", - " 'markerfacecolor':'black', \n", - " 'markeredgecolor':'white',\n", - " 'markersize':'4'}\n", - ")\n", - "# Add a horizontal dashed line at y = 0\n", - "ax.axhline(y=0.5, color='red', linestyle='--', linewidth=1)\n", - "\n", - "# Perform Wilcoxon rank-sum test and annotate significant differences\n", - "i = 0\n", - "for dataset in datasets:\n", - " j= 0\n", - " for timepoint in timepoints:\n", - " # Get the data for Algorithm 1 and Algorithm 2\n", - " alg1_data = df[(df['Dataset'] == dataset) & (df['Time Point'] == timepoint) & (df['Algorithm'] == \"Algorithm 1\")]['Metric']\n", - " alg2_data = df[(df['Dataset'] == dataset) & (df['Time Point'] == timepoint) & (df['Algorithm'] == \"Algorithm 2\")]['Metric']\n", - "\n", - " # Perform the Wilcoxon rank-sum test\n", - " success = False\n", - " try:\n", - " statistic, p_value = wilcoxon(alg1_data, alg2_data)\n", - " #print('Comparison: '+str(statistic)+ ' '+ str(p_value))\n", - " success = True\n", - " except:\n", - " success = False\n", - "\n", - " if success and p_value < p_val:\n", - " mean_alg2 = alg2_data.mean()\n", - " ymin, ymax = ax.get_ylim()\n", - " y_coordinate = ymin + (mean_alg2 - ymin) * (ymax - ymin) / (ymax - ymin)\n", - "\n", - " # Define the minimum and maximum values\n", - " min_value = i - 0.4\n", - " max_value = i + 0.4\n", - " width = max_value - min_value\n", - " boxwidth = width / subplot_count\n", - " \n", - " # Generate n equally spaced values between min_value and max_value\n", - " values = np.linspace(min_value+(boxwidth*1.5), max_value-(boxwidth/2), 6)\n", - " x_coordinate = values[j]\n", - " plt.text(x_coordinate, y_coordinate, \"*\", ha='center', va='bottom', fontsize=10, color='red')\n", - " j+= 1\n", - " i += 1\n", - "print(f\"Y-axis range: {ymin} to {ymax}\")\n", - "\n", - "# Get and print x tick mark locations\n", - "x_ticks = ax.get_xticks()\n", - "print(\"X tick mark locations:\", x_ticks)\n", - "\n", - "# Customize the plot\n", - "plt.xlabel(\"Dataset\", fontsize=12)\n", - "plt.ylabel(\"Balanced Testing Accuracy\", fontsize=12)\n", - "plt.xticks(rotation=45, fontsize=10)\n", - "plt.legend(title=\"Time Point | Algorithm\", loc='upper left', bbox_to_anchor=(1, 1))\n", - "plt.tight_layout()\n", - "\n", - "# Show the plot\n", - "plt.show()\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/gabe/scikit-heros\n" - ] - } - ], - "source": [ - "import os\n", - "import pickle\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "from scipy.cluster.hierarchy import linkage, dendrogram, leaves_list\n", - "from sklearn.metrics import classification_report\n", - "# If pip installed\n", - "#from skheros.heros import HEROS\n", - "# If locally run\n", - "from src.skheros.heros import HEROS\n", - "\n", - "current_working_directory = os.getcwd()\n", - "print(current_working_directory)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "## Set Up Local Run Parameters\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "local_save = True\n", - "folder_path = './output'\n", - "output_name = 'demo'\n", - "if not os.path.exists(folder_path):\n", - " os.makedirs(folder_path)\n", - "if local_save:\n", - " output_folder = './output'\n", - "else:\n", - " output_folder = folder_path" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "# Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " A_0 A_1 R_0 R_1 R_2 R_3 class\n", - "0 0 0 0 0 0 0 0\n", - "1 0 0 0 0 0 1 0\n", - "2 0 0 0 0 1 0 0\n", - "3 0 0 0 0 1 1 0\n", - "4 0 0 0 1 0 0 0\n", - ".. ... ... ... ... ... ... ...\n", - "59 1 1 1 0 1 1 1\n", - "60 1 1 1 1 0 0 0\n", - "61 1 1 1 1 0 1 1\n", - "62 1 1 1 1 1 0 0\n", - "63 1 1 1 1 1 1 1\n", - "\n", - "[64 rows x 7 columns]\n", - " N0 N1 N2 N3 N4 N5 N6 N7 N8 N9 ... N91 N92 N93 N94 N95 \\\n", - "0 1 1 0 0 0 0 0 0 1 0 ... 1 1 1 0 1 \n", - "1 0 0 0 0 0 0 0 0 0 0 ... 1 0 0 0 0 \n", - "2 0 2 0 1 1 0 0 1 0 1 ... 0 0 0 0 1 \n", - "3 0 0 0 1 0 0 0 0 0 0 ... 1 1 1 1 0 \n", - "4 0 1 0 0 1 1 0 2 0 1 ... 0 2 0 0 0 \n", - "... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... \n", - "1595 0 0 0 0 1 0 0 0 0 0 ... 0 0 0 2 0 \n", - "1596 0 2 0 0 1 1 0 0 0 1 ... 2 1 1 0 0 \n", - "1597 0 0 0 0 2 0 0 0 0 1 ... 1 1 0 1 1 \n", - "1598 1 0 0 0 0 0 0 0 0 0 ... 1 2 0 1 0 \n", - "1599 0 0 0 0 1 0 0 0 1 0 ... 0 1 0 0 1 \n", - "\n", - " M0P0 M1P0 M2P0 M3P0 Class \n", - "0 0 1 1 1 1 \n", - "1 1 1 1 1 1 \n", - "2 1 2 0 0 1 \n", - "3 0 0 1 1 1 \n", - "4 1 1 0 0 1 \n", - "... ... ... ... ... ... \n", - "1595 0 0 1 0 0 \n", - "1596 0 0 0 0 0 \n", - "1597 0 0 0 0 0 \n", - "1598 0 0 2 0 0 \n", - "1599 0 0 0 0 0 \n", - "\n", - "[1600 rows x 101 columns]\n", - " N0 N1 N2 N3 N4 N5 N6 N7 N8 N9 ... N91 N92 N93 N94 N95 \\\n", - "0 1 0 0 1 0 0 0 1 0 0 ... 0 0 0 1 2 \n", - "1 1 0 0 0 0 1 0 1 0 0 ... 0 0 0 1 0 \n", - "2 0 0 0 1 0 1 0 1 0 0 ... 0 0 0 2 1 \n", - "3 0 1 0 1 0 0 0 0 0 1 ... 0 0 0 1 0 \n", - "4 1 0 1 0 2 0 0 0 0 0 ... 0 0 0 0 0 \n", - "... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... \n", - "1595 0 1 0 0 0 2 0 0 0 1 ... 0 1 0 0 0 \n", - "1596 1 1 0 0 0 2 0 0 0 1 ... 0 0 0 1 1 \n", - "1597 0 0 0 0 0 0 0 0 0 2 ... 0 0 0 0 1 \n", - "1598 1 2 0 0 2 1 0 1 0 0 ... 0 0 0 1 1 \n", - "1599 0 0 0 1 1 1 0 0 0 1 ... 0 0 0 1 2 \n", - "\n", - " N96 N97 M0P0 M0P1 Class \n", - "0 1 0 0 0 1 \n", - "1 0 2 2 0 1 \n", - "2 1 1 0 0 1 \n", - "3 1 1 0 0 1 \n", - "4 2 0 1 1 1 \n", - "... ... ... ... ... ... \n", - "1595 0 1 1 0 0 \n", - "1596 2 0 0 0 0 \n", - "1597 0 0 0 0 0 \n", - "1598 1 1 0 1 0 \n", - "1599 1 0 0 2 0 \n", - "\n", - "[1600 rows x 101 columns]\n" - ] - } - ], - "source": [ - "df_0 = pd.read_csv('/Users/gabe/scikit-heros/test/datasets/Multiplexer6.csv')\n", - "outcome_label_0 = 'class'\n", - "\n", - "df_1 = pd.read_csv('/Users/gabe/scikit-heros/test/datasets/B_gametes_uni_4add_L_1_H_0.4_EDM-2_01.csv')\n", - "outcome_label_1 = 'Class'\n", - "\n", - "df_2 = pd.read_csv('/Users/gabe/scikit-heros/test/datasets/D_gametes_2way_epistasis_L_2_H_0.4_EDM-2_01.csv')\n", - "outcome_label_2 = 'Class'\n", - "\n", - "print(df_0)\n", - "print(df_1)\n", - "print(df_2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*** \n", - "\n", - "### HEROS Dataset 0" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['A_0', 'A_1', 'R_0', 'R_1', 'R_2', 'R_3', 'class']\n", - " A_0 A_1 R_0 R_1 R_2 R_3\n", - "0 0 0 0 0 0 0\n", - "1 0 0 0 0 0 1\n", - "2 0 0 0 0 1 0\n", - "3 0 0 0 0 1 1\n", - "4 0 0 0 1 0 0\n", - ".. ... ... ... ... ... ...\n", - "59 1 1 1 0 1 1\n", - "60 1 1 1 1 0 0\n", - "61 1 1 1 1 0 1\n", - "62 1 1 1 1 1 0\n", - "63 1 1 1 1 1 1\n", - "\n", - "[64 rows x 6 columns]\n", - "\n" - ] - } - ], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "X = df_0.drop(outcome_label_0, axis=1)\n", - "y = df_0[outcome_label_0]\n", - "\n", - "X_train_0, X_test_0, y_train_0, y_test_0 = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "columns = df_0.columns.values.tolist()\n", - "print(columns)\n", - "feature_names = X_train_0.columns\n", - "cat_feat_indexes = list(range(X_train_0.shape[1])) \n", - "X_train_0 = X_train_0.values\n", - "y_train_0 = y_train_0.values\n", - "X_test_0 = X_test_0.values\n", - "y_test_0 = y_test_0.values\n", - "print(X)\n", - "print(type(X))\n", - "ek = None" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 6\n", - "Total Features: 6\n", - "Total Instances: 51\n", - "Feature Types: [1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [1, 0]\n", - "Class Counts: {1: 29, 0: 22}\n", - "Class Weights: {1: 0.43137254901960786, 0: 0.5686274509803921}\n", - "Majority Class: 1\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[0, 1], [0, 1], [1, 0], [1, 0], [0, 1], [1, 0]]\n", - "Average States: 2.0\n", - "Rule Specificity Limit: 6\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.822 0.152 0.0 0.008 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.018 0.07 0.0 0.013 0.008 0.011 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.022 0.004 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.883 0.319 0.0 0.016 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.041 0.134 0.0 0.027 0.016 0.022 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.057 0.009 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.875 0.488 0.0 0.023 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.066 0.197 0.0 0.041 0.025 0.033 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.094 0.014 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.884 0.663 0.001 0.031 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.092 0.262 0.0 0.055 0.033 0.044 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.134 0.018 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.89 0.833 0.001 0.038 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.118 0.324 0.0 0.068 0.042 0.055 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.173 0.023 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.89 1.004 0.001 0.046 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.144 0.385 0.0 0.082 0.05 0.066 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.214 0.027 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.889 1.2 0.001 0.054 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.174 0.456 0.0 0.098 0.06 0.079 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.258 0.033 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.883 1.375 0.001 0.062 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.202 0.517 0.0 0.111 0.068 0.09 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.3 0.037 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.895 1.55 0.001 0.069 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.23 0.578 0.0 0.125 0.077 0.101 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.343 0.042 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.885 1.728 0.001 0.077 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.259 0.639 0.0 0.139 0.086 0.112 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.387 0.047 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 112\n", - "Post-Cleaning Population Size: 111\n", - "Post-Subsumption Compaction Population Size: 73\n", - "2 rules subsumed with a specificity of 2\n", - "20 rules subsumed with a specificity of 3\n", - "16 rules subsumed with a specificity of 4\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.7147335423197492, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [67, 106, 741, 109, 40, 71, 17, 84, 514, 34, 688, 81, 121, 51, 730, 44, 152, 76, 80, 35, 26, 13, 91, 93]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7147335423197492, 24)]\n", - "[(0.7147335423197492, 24), (0.7719435736677116, 27)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [514, 61, 39, 34, 87, 781, 72, 122, 57, 93, 136, 81, 775, 30, 78, 500, 616, 109, 691, 110, 64, 44, 108, 26, 49, 152, 55]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7719435736677116\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7147335423197492, 24), (0.7719435736677116, 27)]\n", - "[(0.6159874608150471, 11), (0.7147335423197492, 24), (0.7719435736677116, 27)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [756, 13, 67, 25, 781, 91, 775, 107, 677, 730, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6159874608150471\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6159874608150471, 11), (0.7147335423197492, 24), (0.7719435736677116, 27)]\n", - "[(0.6159874608150471, 11), (0.8001567398119123, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [64, 110, 80, 13, 44, 117, 76, 120, 33, 688, 136, 84, 38, 675, 107, 231, 500, 66, 78, 106, 152, 779, 87]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6159874608150471, 11), (0.8001567398119123, 23)]\n", - "[(0.6159874608150471, 11), (0.6637931034482758, 17), (0.8001567398119123, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [94, 61, 72, 688, 355, 121, 74, 120, 25, 84, 81, 35, 93, 39, 110, 91, 76]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6637931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6159874608150471, 11), (0.6637931034482758, 17), (0.8001567398119123, 23)]\n", - "[(0.6159874608150471, 11), (0.6637931034482758, 17), (0.8001567398119123, 23), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 81, 44, 71, 676, 122, 615, 108, 110, 106, 616, 66, 49, 114, 76, 87, 38, 34, 39, 136, 35, 55, 779, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6159874608150471, 11), (0.6637931034482758, 17), (0.8001567398119123, 23), (0.8401253918495297, 24)]\n", - "[(0.6159874608150471, 11), (0.6637931034482758, 17), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 662, 5, 78, 51, 231, 27, 741, 107, 99, 80, 91, 117, 38, 122, 94, 40, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6159874608150471, 11), (0.6637931034482758, 17), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6159874608150471, 11), (0.634796238244514, 12), (0.6637931034482758, 17), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [776, 615, 106, 26, 730, 78, 107, 44, 579, 39, 741, 93]\n", - "Fitness: 1.0\n", - "Accuracy: 0.634796238244514\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6159874608150471, 11), (0.634796238244514, 12), (0.6637931034482758, 17), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6739811912225706, 11), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [688, 615, 677, 42, 94, 13, 30, 741, 25, 74, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6739811912225706\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6739811912225706, 11), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6739811912225706, 11), (0.6755485893416928, 14), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [756, 676, 17, 84, 78, 76, 5, 710, 13, 51, 80, 106, 136, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6755485893416928\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6739811912225706, 11), (0.6755485893416928, 14), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6739811912225706, 11), (0.6755485893416928, 14), (0.6982758620689655, 15), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [27, 117, 730, 106, 662, 61, 691, 415, 76, 67, 39, 80, 71, 109, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6982758620689655\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6739811912225706, 11), (0.6755485893416928, 14), (0.6982758620689655, 15), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6739811912225706, 11), (0.6912225705329154, 14), (0.6982758620689655, 15), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [17, 355, 35, 42, 84, 231, 675, 78, 26, 72, 120, 710, 94, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6912225705329154\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6739811912225706, 11), (0.6912225705329154, 14), (0.6982758620689655, 15), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.5062695924764891, 10), (0.6739811912225706, 11), (0.6912225705329154, 14), (0.6982758620689655, 15), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 415, 13, 87, 61, 81, 616, 38, 691, 55]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5062695924764891\n", - "Coverage: 0.803921568627451\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5062695924764891, 10), (0.6739811912225706, 11), (0.6912225705329154, 14), (0.6982758620689655, 15), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.5062695924764891, 10), (0.6739811912225706, 11), (0.6912225705329154, 14), (0.6982758620689655, 15), (0.738244514106583, 17), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [514, 231, 94, 81, 78, 691, 776, 40, 87, 57, 500, 677, 17, 741, 675, 710, 616]\n", - "Fitness: 1.0\n", - "Accuracy: 0.738244514106583\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5062695924764891, 10), (0.6739811912225706, 11), (0.6912225705329154, 14), (0.6982758620689655, 15), (0.738244514106583, 17), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.5062695924764891, 10), (0.7821316614420062, 11), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 152, 34, 117, 80, 91, 108, 78, 25, 122, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7821316614420062\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5062695924764891, 10), (0.7821316614420062, 11), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6575235109717869, 10), (0.7821316614420062, 11), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [776, 25, 61, 49, 579, 615, 107, 99, 359, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6575235109717869\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.6575235109717869, 10), (0.7821316614420062, 11), (0.8001567398119123, 18), (0.8401253918495297, 24)]\n", - "[(0.6575235109717869, 10), (0.7821316614420062, 11), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 662, 5, 78, 231, 27, 741, 107, 80, 91, 117, 122, 677, 34, 44, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.908307210031348\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6575235109717869, 10), (0.7821316614420062, 11), (0.908307210031348, 16)]\n", - "[(0.6614420062695925, 10), (0.7821316614420062, 11), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 152, 80, 108, 78, 25, 122, 61, 99, 579]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6614420062695925\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6614420062695925, 10), (0.7821316614420062, 11), (0.908307210031348, 16)]\n", - "[(0.6614420062695925, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 51, 107, 91, 117, 38, 122, 34, 44, 108, 691, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.829153605015674\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6614420062695925, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.908307210031348, 16)]\n", - "[(0.6614420062695925, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 44, 122, 615, 108, 110, 616, 66, 38, 34, 779, 756, 91, 117, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8738244514106583\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6614420062695925, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "[(0.5721003134796239, 8), (0.6614420062695925, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 34, 117, 80, 25, 49, 776, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5721003134796239\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 0\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6614420062695925, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "[(0.5721003134796239, 8), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 80, 108, 78, 122, 579, 27, 34, 91, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6724137931034483\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 152, 117, 80, 108, 78, 25, 122, 99]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6269592476489028\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 1\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 152, 80, 108, 78, 25, 122, 61, 579, 34, 44, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8166144200626959\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 1\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.8738244514106583, 15), (0.908307210031348, 16)]\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 662, 5, 78, 27, 741, 107, 80, 91, 117, 122, 677, 34, 44, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.908307210031348\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.6724137931034483, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.908307210031348, 15)]\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 34, 117, 80, 49, 776, 44, 78, 107, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7092476489028213\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.908307210031348, 15)]\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [662, 5, 78, 231, 27, 741, 80, 91, 117, 122, 677, 34, 691, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8565830721003135\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 1\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.829153605015674, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 107, 91, 117, 34, 44, 691, 5, 80, 231, 677, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8456112852664577\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 1\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6269592476489028, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.5721003134796239, 8), (0.6567398119122256, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 80, 122, 579, 72, 110, 117, 675, 676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6567398119122256\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 1\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.6567398119122256, 9), (0.7092476489028213, 10), (0.7821316614420062, 11), (0.8166144200626959, 12), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.5721003134796239, 8), (0.7829153605015674, 9), (0.8166144200626959, 12), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 34, 117, 80, 91, 108, 122, 44, 66]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 1\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.7829153605015674, 9), (0.8166144200626959, 12), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.5721003134796239, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 51, 122, 34, 44, 108, 691, 5, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5721003134796239, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.6057993730407524, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 25, 99, 579, 49, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6057993730407524\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 1\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6057993730407524, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.6057993730407524, 7), (0.627742946708464, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 152, 80, 78, 25, 61, 99, 84]\n", - "Fitness: 1.0\n", - "Accuracy: 0.627742946708464\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 1\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6057993730407524, 7), (0.627742946708464, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.6057993730407524, 7), (0.7139498432601881, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 34, 117, 80, 25, 10, 44, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7139498432601881\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 1\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.6057993730407524, 7), (0.7139498432601881, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.8565830721003135, 14), (0.908307210031348, 15)]\n", - "[(0.6057993730407524, 7), (0.7139498432601881, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.9137931034482758, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 662, 5, 78, 231, 27, 107, 80, 91, 117, 677, 34, 44, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9137931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6057993730407524, 7), (0.7139498432601881, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.9137931034482758, 14)]\n", - "[(0.713166144200627, 7), (0.7139498432601881, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.9137931034482758, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 117, 80, 10, 44, 91, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.713166144200627\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 2\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.713166144200627, 7), (0.7139498432601881, 8), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.9137931034482758, 14)]\n", - "[(0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.9137931034482758, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 34, 80, 91, 44, 691, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 0.803921568627451\n", - "Birth Iteration: 2\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.8456112852664577, 13), (0.9137931034482758, 14)]\n", - "[(0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 107, 91, 117, 34, 44, 691, 5, 80, 231, 677, 27]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9137931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13)]\n", - "[(0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 107, 91, 117, 34, 44, 691, 5, 80, 231, 677, 114, 27, 122, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310344827586207\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "[(0.48510971786833856, 5), (0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 25, 99, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48510971786833856\n", - "Coverage: 0.6862745098039216\n", - "Birth Iteration: 2\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48510971786833856, 5), (0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "[(0.48510971786833856, 5), (0.5532915360501567, 6), (0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [17, 10, 87, 44, 117, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5532915360501567\n", - "Coverage: 0.7450980392156863\n", - "Birth Iteration: 2\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48510971786833856, 5), (0.5532915360501567, 6), (0.7147335423197492, 7), (0.7829153605015674, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "[(0.48510971786833856, 5), (0.5532915360501567, 6), (0.7147335423197492, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 34, 44, 108, 691, 5, 25, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7993730407523512\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 2\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48510971786833856, 5), (0.5532915360501567, 6), (0.7147335423197492, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "[(0.48510971786833856, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 117, 80, 25, 44, 91, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7821316614420062\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 2\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48510971786833856, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 25, 117, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48589341692789967\n", - "Coverage: 0.6470588235294118\n", - "Birth Iteration: 2\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16)]\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 107, 91, 117, 34, 44, 691, 5, 80, 231, 677, 114, 27, 122, 662, 51]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8338557993730407, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 34, 44, 108, 691, 5, 25, 91, 80, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8338557993730407\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8338557993730407, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8338557993730407, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 34, 44, 691, 5, 25, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7938871473354232\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 3\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.5532915360501567, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8338557993730407, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8338557993730407, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 25, 117, 44, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6222570532915361\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 3\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8338557993730407, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8448275862068966, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 5, 78, 27, 91, 677, 34, 44, 691, 25, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8448275862068966\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8448275862068966, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [5, 78, 27, 107, 80, 91, 117, 677, 34, 44, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8910658307210031\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.817398119122257, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 117, 80, 44, 91, 5, 27, 78, 107, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8448275862068966\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 16), (0.9482758620689655, 17)]\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 662, 5, 78, 27, 107, 80, 91, 117, 677, 34, 44, 691, 114, 40]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310344827586207\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48589341692789967, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "[(0.530564263322884, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 25, 44, 108, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.530564263322884\n", - "Coverage: 0.6274509803921569\n", - "Birth Iteration: 3\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.530564263322884, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.7993730407523512, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "[(0.530564263322884, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 691, 5, 25, 91, 80, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8056426332288402\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 3\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.530564263322884, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 117, 44, 87]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885579937304075\n", - "Coverage: 0.6666666666666666\n", - "Birth Iteration: 3\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 15), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 107, 91, 117, 34, 44, 691, 5, 80, 677, 27, 122, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310344827586207\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8448275862068966, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8855799373040751, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 5, 78, 27, 80, 117, 677, 34, 44, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8855799373040751\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8056426332288402, 9), (0.8855799373040751, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.817398119122257, 9), (0.8855799373040751, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 34, 44, 691, 5, 25, 91, 40]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 4\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.817398119122257, 9), (0.8855799373040751, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.8855799373040751, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 117, 80, 44, 91, 108, 5, 27, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8393416927899686\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.8855799373040751, 10), (0.8910658307210031, 11), (0.9137931034482758, 13), (0.9310344827586207, 14), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 117, 80, 44, 91, 5, 27, 78, 662, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310344827586207\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6222570532915361, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "[(0.5885579937304075, 5), (0.6394984326018809, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 117, 44, 108, 514]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6394984326018809\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 4\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5885579937304075, 5), (0.6394984326018809, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.6394984326018809, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 25, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.41692789968652033\n", - "Coverage: 0.5686274509803921\n", - "Birth Iteration: 4\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.6394984326018809, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 25, 91, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7421630094043887\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 4\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8393416927899686, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 34, 44, 691, 5, 91, 80, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 4\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 17)]\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 107, 91, 117, 34, 44, 691, 5, 80, 677, 27, 122, 662, 51, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 16)]\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 91, 117, 34, 44, 691, 5, 80, 677, 114, 27, 122, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7821316614420062, 7), (0.7938871473354232, 8), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 25, 91, 117, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7938871473354232\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 5\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41692789968652033, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.45219435736677116, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [44, 691, 5, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45219435736677116\n", - "Coverage: 0.5294117647058824\n", - "Birth Iteration: 5\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45219435736677116, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.29310344827586204, 3), (0.45219435736677116, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [44, 117, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.29310344827586204\n", - "Coverage: 0.35294117647058826\n", - "Birth Iteration: 5\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.45219435736677116, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8401253918495297, 9), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.29310344827586204, 3), (0.45219435736677116, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 5, 91, 80, 117, 27]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8620689655172413\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.45219435736677116, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.29310344827586204, 3), (0.48510971786833856, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [44, 117, 80, 87]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48510971786833856\n", - "Coverage: 0.5294117647058824\n", - "Birth Iteration: 5\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.48510971786833856, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117, 25, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5070532915360502\n", - "Coverage: 0.6274509803921569\n", - "Birth Iteration: 5\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.5885579937304075, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.5940438871473355, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [691, 80, 117, 5, 27]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5940438871473355\n", - "Coverage: 0.7450980392156863\n", - "Birth Iteration: 5\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.5940438871473355, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 14)]\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.5940438871473355, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 25, 91, 117, 5, 27, 122, 152, 662, 677, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.5940438871473355, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [117, 25, 34, 78, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6731974921630094\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 6\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.5070532915360502, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "[(0.29310344827586204, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [44, 117, 25, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5078369905956113\n", - "Coverage: 0.5686274509803921\n", - "Birth Iteration: 6\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "[(0.1206896551724138, 1), (0.29310344827586204, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.1206896551724138\n", - "Coverage: 0.13725490196078433\n", - "Birth Iteration: 6\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.29310344827586204, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.7938871473354232, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "[(0.1206896551724138, 1), (0.29310344827586204, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 117, 5, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 6\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.29310344827586204, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "[(0.1206896551724138, 1), (0.33150470219435735, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [44, 117, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.33150470219435735\n", - "Coverage: 0.37254901960784315\n", - "Birth Iteration: 6\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.33150470219435735, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13)]\n", - "[(0.1206896551724138, 1), (0.33150470219435735, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 78, 91, 117, 34, 44, 691, 5, 80, 677, 27, 122, 662, 114, 231, 40]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.33150470219435735, 3), (0.5078369905956113, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.33150470219435735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117, 5, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5148902821316614\n", - "Coverage: 0.6078431372549019\n", - "Birth Iteration: 6\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.33150470219435735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.42868338557993735\n", - "Coverage: 0.5098039215686274\n", - "Birth Iteration: 6\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 25, 91, 117, 5, 27, 122, 662, 677, 691, 40, 114, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9655172413793103\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 10), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 117, 5, 80, 27, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310344827586207\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7421630094043887, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 91, 80, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7484326018808778\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 7\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.32523510971786834\n", - "Coverage: 0.37254901960784315\n", - "Birth Iteration: 7\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.42868338557993735, 3), (0.5148902821316614, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.42868338557993735, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 25, 91, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5352664576802508\n", - "Coverage: 0.6078431372549019\n", - "Birth Iteration: 7\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.42868338557993735, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44435736677115983, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 25, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44435736677115983\n", - "Coverage: 0.5294117647058824\n", - "Birth Iteration: 7\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44435736677115983, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 13), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44435736677115983, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 11), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 25, 91, 117, 5, 27, 122, 677, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44435736677115983, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 11), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 11), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44592476489028215\n", - "Coverage: 0.5098039215686274\n", - "Birth Iteration: 7\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 11), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 117, 5, 80, 27, 677, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5352664576802508, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117, 5, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5838557993730408\n", - "Coverage: 0.6666666666666666\n", - "Birth Iteration: 8\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 15), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 117, 5, 80, 27, 677, 40, 61, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9655172413793103\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7594043887147335, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 117, 5, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7594043887147335\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 8\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7594043887147335, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 117, 5, 109, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7821316614420062\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 9\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.44592476489028215, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 5, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.46316614420062696\n", - "Coverage: 0.6274509803921569\n", - "Birth Iteration: 9\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.817398119122257, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 117, 5, 109, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8275862068965517\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 9\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 16)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 91, 117, 34, 44, 5, 80, 677, 27, 122, 662, 114, 40, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.8620689655172413, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 117, 5, 109, 80, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.896551724137931\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.6731974921630094, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 117, 5, 34, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 11\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.32523510971786834, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "[(0.1206896551724138, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.34247648902821315\n", - "Coverage: 0.39215686274509803\n", - "Birth Iteration: 11\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 12), (0.9827586206896552, 14)]\n", - "[(0.1206896551724138, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 117, 5, 27, 122, 677, 40, 114, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.1206896551724138, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.13793103448275862\n", - "Coverage: 0.1568627450980392\n", - "Birth Iteration: 11\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.7029780564263323, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 109, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.713166144200627\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 12\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5838557993730408, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5924764890282131, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 78, 80, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5924764890282131\n", - "Coverage: 0.7058823529411765\n", - "Birth Iteration: 12\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5924764890282131, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5995297805642633, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5995297805642633\n", - "Coverage: 0.6666666666666666\n", - "Birth Iteration: 13\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.46316614420062696, 3), (0.5995297805642633, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 78, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4788401253918495\n", - "Coverage: 0.5294117647058824\n", - "Birth Iteration: 13\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.13793103448275862, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.20454545454545456\n", - "Coverage: 0.23529411764705882\n", - "Birth Iteration: 14\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.713166144200627, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 80, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7374608150470219\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 15\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7821316614420062, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 15\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 27, 40, 61, 114, 117, 122, 231, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4788401253918495, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 80, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4804075235109718\n", - "Coverage: 0.5490196078431373\n", - "Birth Iteration: 16\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8275862068965517, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 117, 5, 109, 80, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8510971786833856\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 17\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.5995297805642633, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6010971786833856, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 5, 80, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6010971786833856\n", - "Coverage: 0.6862745098039216\n", - "Birth Iteration: 17\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6010971786833856, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 80, 44, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6167711598746082\n", - "Coverage: 0.6862745098039216\n", - "Birth Iteration: 18\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9545454545454546, 11), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 34, 5, 27, 40, 44, 91, 114, 117, 122, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9545454545454546, 11), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (0.9827586206896552, 12), (1.0, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 27, 61, 117, 122, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9655172413793103\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Iteration: 20\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (0.9827586206896552, 12), (1.0, 14)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (0.9827586206896552, 12), (1.0, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 27, 40, 61, 114, 117, 122, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.7829153605015674, 6), (0.8510971786833856, 7), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (0.9827586206896552, 12), (1.0, 13)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (0.9827586206896552, 12), (1.0, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 80, 44, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8510971786833856\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 22\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (0.9827586206896552, 12), (1.0, 13)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 27, 40, 61, 114, 122, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 8), (0.9310344827586207, 9), (0.9482758620689655, 10), (0.9655172413793103, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 117, 5, 80, 122, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.896551724137931, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 80, 44, 110, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8855799373040751\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 24\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.896551724137931, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9028213166144201, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 117, 5, 80, 122, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9028213166144201\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 25\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9028213166144201, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 80, 44, 110, 117, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310344827586207\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9655172413793103, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9827586206896552, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 40, 114, 122, 677, 27]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9827586206896552, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9545454545454546, 10), (0.9827586206896552, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 44, 91, 5, 80, 122, 110, 40, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.8855799373040751, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9545454545454546, 10), (0.9827586206896552, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9545454545454546, 10), (0.9827586206896552, 11), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 5, 80, 44, 110, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.896551724137931\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 28\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9545454545454546, 10), (0.9827586206896552, 11), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9827586206896552, 10), (1.0, 12)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 40, 114, 122, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Iteration: 30\n", - "Iteration: 31\n", - "Iteration: 32\n", - "Iteration: 33\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9827586206896552, 10), (1.0, 12)]\n", - "[(0.20454545454545456, 1), (0.34247648902821315, 2), (0.4804075235109718, 3), (0.6167711598746082, 4), (0.7374608150470219, 5), (0.8510971786833856, 6), (0.896551724137931, 7), (0.9310344827586207, 8), (0.9482758620689655, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 34, 91, 5, 80, 44, 40, 61, 114, 122, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Iteration: 36\n", - "Iteration: 37\n", - "Iteration: 38\n", - "Iteration: 39\n", - "Iteration: 40\n", - "Iteration: 41\n", - "Iteration: 42\n", - "Iteration: 43\n", - "Iteration: 44\n", - "Iteration: 45\n", - "Iteration: 46\n", - "Iteration: 47\n", - "Iteration: 48\n", - "Iteration: 49\n", - "Iteration: 50\n", - "Iteration: 51\n", - "Iteration: 52\n", - "Iteration: 53\n", - "Iteration: 54\n", - "Iteration: 55\n", - "Iteration: 56\n", - "Iteration: 57\n", - "Iteration: 58\n", - "Iteration: 59\n", - "Iteration: 60\n", - "Iteration: 61\n", - "Iteration: 62\n", - "Iteration: 63\n", - "Iteration: 64\n", - "Iteration: 65\n", - "Iteration: 66\n", - "Iteration: 67\n", - "Iteration: 68\n", - "Iteration: 69\n", - "Iteration: 70\n", - "Iteration: 71\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Iteration: 74\n", - "Iteration: 75\n", - "Iteration: 76\n", - "Iteration: 77\n", - "Iteration: 78\n", - "Iteration: 79\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Iteration: 82\n", - "Iteration: 83\n", - "Iteration: 84\n", - "Iteration: 85\n", - "Iteration: 86\n", - "Iteration: 87\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Iteration: 90\n", - "Iteration: 91\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Iteration: 94\n", - "Iteration: 95\n", - "Iteration: 96\n", - "Iteration: 97\n", - "Iteration: 98\n", - "Iteration: 99\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.6513564882727675\n", - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 6\n", - "Total Features: 6\n", - "Total Instances: 51\n", - "Feature Types: [1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [1, 0]\n", - "Class Counts: {1: 29, 0: 22}\n", - "Class Weights: {1: 0.43137254901960786, 0: 0.5686274509803921}\n", - "Majority Class: 1\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[0, 1], [0, 1], [1, 0], [1, 0], [0, 1], [1, 0]]\n", - "Average States: 2.0\n", - "Rule Specificity Limit: 6\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.822 0.141 0.0 0.007 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.017 0.065 0.0 0.012 0.007 0.01 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.021 0.004 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.883 0.312 0.0 0.016 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.041 0.131 0.0 0.027 0.016 0.021 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.058 0.009 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.875 0.477 0.0 0.023 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.065 0.193 0.0 0.04 0.024 0.032 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.094 0.013 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.884 0.645 0.0 0.03 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.09 0.254 0.0 0.054 0.032 0.043 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.133 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.89 0.814 0.001 0.038 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.116 0.315 0.0 0.067 0.04 0.053 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.172 0.022 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.89 0.985 0.001 0.045 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.143 0.376 0.0 0.081 0.048 0.064 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.213 0.026 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.889 1.156 0.001 0.053 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.17 0.437 0.0 0.094 0.057 0.075 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.254 0.031 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.883 1.33 0.001 0.06 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.198 0.498 0.0 0.108 0.065 0.086 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.296 0.035 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.895 1.505 0.001 0.068 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.226 0.558 0.0 0.122 0.074 0.097 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.339 0.04 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.885 1.684 0.001 0.075 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.256 0.62 0.0 0.136 0.082 0.108 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.383 0.045 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 112\n", - "Post-Cleaning Population Size: 111\n", - "Post-Subsumption Compaction Population Size: 73\n", - "2 rules subsumed with a specificity of 2\n", - "20 rules subsumed with a specificity of 3\n", - "16 rules subsumed with a specificity of 4\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.811128526645768, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [120, 107, 78, 80, 17, 40, 710, 110, 93, 117, 34, 91, 76, 109, 13, 66, 71, 109, 756, 44, 55, 136, 72, 38]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.811128526645768, 24)]\n", - "[(0.5956112852664577, 13), (0.811128526645768, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [120, 114, 677, 500, 776, 33, 66, 17, 93, 64, 25, 64, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5956112852664577\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5956112852664577, 13), (0.811128526645768, 24)]\n", - "[(0.5956112852664577, 13), (0.7609717868338558, 22), (0.811128526645768, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [117, 17, 93, 33, 122, 615, 91, 775, 775, 35, 122, 67, 136, 34, 691, 106, 775, 51, 775, 10, 62, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7609717868338558\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5956112852664577, 13), (0.7609717868338558, 22), (0.811128526645768, 24)]\n", - "[(0.5956112852664577, 13), (0.6293103448275862, 18), (0.7609717868338558, 22), (0.811128526645768, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [66, 781, 39, 741, 93, 81, 87, 13, 514, 775, 35, 107, 730, 741, 5, 415, 49, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6293103448275862\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5956112852664577, 13), (0.6293103448275862, 18), (0.7609717868338558, 22), (0.811128526645768, 24)]\n", - "[(0.5956112852664577, 13), (0.6293103448275862, 14), (0.7609717868338558, 22), (0.811128526645768, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [107, 231, 730, 136, 730, 779, 415, 5, 51, 741, 49, 109, 741, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6293103448275862\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5956112852664577, 13), (0.6293103448275862, 14), (0.7609717868338558, 22), (0.811128526645768, 24)]\n", - "[(0.5956112852664577, 13), (0.6293103448275862, 14), (0.7609717868338558, 22), (0.811128526645768, 24), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [676, 710, 355, 38, 55, 87, 688, 359, 110, 91, 67, 61, 51, 5, 775, 72, 66, 44, 44, 27, 110, 34, 136, 94, 51, 38, 122, 775, 66, 44, 114, 99, 17, 44, 110, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8518808777429467\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5956112852664577, 13), (0.6293103448275862, 14), (0.7609717868338558, 22), (0.811128526645768, 24), (0.8518808777429467, 36)]\n", - "[(0.7029780564263323, 13), (0.7609717868338558, 22), (0.811128526645768, 24), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [107, 781, 121, 67, 122, 44, 355, 514, 677, 741, 80, 87, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7029780564263323, 13), (0.7609717868338558, 22), (0.811128526645768, 24), (0.8518808777429467, 36)]\n", - "[(0.7029780564263323, 13), (0.7202194357366771, 18), (0.7609717868338558, 22), (0.811128526645768, 24), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [87, 120, 677, 676, 514, 106, 579, 66, 691, 688, 114, 34, 38, 67, 34, 78, 80, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7202194357366771\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7029780564263323, 13), (0.7202194357366771, 18), (0.7609717868338558, 22), (0.811128526645768, 24), (0.8518808777429467, 36)]\n", - "[(0.7029780564263323, 13), (0.8166144200626959, 14), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [615, 122, 355, 33, 55, 94, 121, 152, 57, 677, 91, 120, 114, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8166144200626959\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7029780564263323, 13), (0.8166144200626959, 14), (0.8518808777429467, 36)]\n", - "[(0.7029780564263323, 13), (0.8166144200626959, 14), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [231, 67, 10, 122, 677, 122, 136, 39, 120, 71, 122, 44, 122, 514, 64, 44, 72, 108, 51, 741, 33, 136, 57, 91, 74, 33, 66, 110, 80, 49, 231, 616, 152, 13]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8346394984326019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7029780564263323, 13), (0.8166144200626959, 14), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "[(0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [40, 5, 87, 49, 49, 110, 117, 71, 57, 57, 108, 691, 78, 71, 730, 71, 80, 10, 741, 10, 25, 57, 87, 34, 121, 231, 64, 710, 121, 51, 80, 26, 415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "[(0.5595611285266457, 10), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 71, 355, 662, 136, 120, 122, 74, 55, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5595611285266457\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5595611285266457, 10), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "[(0.5595611285266457, 10), (0.6684952978056427, 12), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [51, 110, 415, 27, 76, 51, 775, 110, 10, 61, 42, 93]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6684952978056427\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5595611285266457, 10), (0.6684952978056427, 12), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "[(0.6912225705329154, 10), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [231, 741, 152, 55, 26, 61, 152, 39, 5, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6912225705329154\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6912225705329154, 10), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.817398119122257, 33), (0.8346394984326019, 34), (0.8518808777429467, 36)]\n", - "[(0.6912225705329154, 10), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.8628526645768024, 30)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 78, 33, 117, 231, 117, 107, 55, 49, 710, 136, 10, 675, 677, 49, 514, 691, 34, 17, 72, 781, 61, 5, 779, 51, 55, 775, 779, 110, 62]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8628526645768024\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6912225705329154, 10), (0.7029780564263323, 13), (0.8166144200626959, 14), (0.8628526645768024, 30)]\n", - "[(0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 30)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [677, 51, 80, 117, 675, 26, 781, 415, 109, 87, 33, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.719435736677116\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 30)]\n", - "[(0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 30)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [615, 122, 355, 55, 152, 91, 120, 39, 64]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6449843260188088\n", - "Coverage: 0.803921568627451\n", - "Birth Iteration: 0\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 30)]\n", - "[(0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 78, 33, 117, 231, 117, 55, 49, 710, 136, 10, 675, 677, 49, 514, 691, 34, 17, 72, 781, 61, 5, 779, 51, 55, 775, 779, 110, 62]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8628526645768024\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 29)]\n", - "[(0.5658307210031348, 7), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [231, 26, 61, 152, 51, 117, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5658307210031348\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 0\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5658307210031348, 7), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 29)]\n", - "[(0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 87, 33, 5, 39, 61, 152, 231]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6340125391849529\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 0\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.8628526645768024, 29)]\n", - "[(0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 231, 117, 107, 55, 49, 710, 10, 675, 49, 514, 691, 17, 781, 61, 5, 51, 55, 775, 779, 110, 62, 39, 122, 152, 741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.719435736677116, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "[(0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [677, 51, 80, 117, 675, 26, 781, 415, 87, 33, 615, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7202194357366771\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 33, 72, 61, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.29310344827586204\n", - "Coverage: 0.3333333333333333\n", - "Birth Iteration: 0\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.5658307210031348, 7), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 42, 662, 122, 110, 72]\n", - "Fitness: 1.0\n", - "Accuracy: 0.609717868338558\n", - "Coverage: 0.6862745098039216\n", - "Birth Iteration: 0\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.817398119122257, 26), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.8283699059561129, 20), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [615, 122, 355, 33, 55, 94, 121, 152, 57, 677, 91, 120, 114, 110, 5, 741, 39, 231, 26, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7202194357366771, 12), (0.8166144200626959, 14), (0.8283699059561129, 20), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7492163009404389, 11), (0.8166144200626959, 14), (0.8283699059561129, 20), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 55, 61, 152, 5, 122, 33, 57, 91, 114, 120]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7492163009404389\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7492163009404389, 11), (0.8166144200626959, 14), (0.8283699059561129, 20), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7492163009404389, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [615, 122, 355, 33, 55, 94, 121, 152, 57, 677, 91, 120, 114, 110, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7492163009404389, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [741, 61, 152, 39, 5, 33, 80, 87, 109, 677, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8401253918495297, 22), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 117, 231, 117, 55, 49, 710, 136, 677, 49, 514, 72, 61, 5, 779, 51, 55, 775, 779, 110, 62, 26]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.6449843260188088, 9), (0.6912225705329154, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8401253918495297, 22), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8401253918495297, 22), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 81, 91, 55, 57, 120, 152, 30]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 0\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8401253918495297, 22), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7210031347962382, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8401253918495297, 22), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 81, 91, 57, 120, 152, 5, 39, 30]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7210031347962382\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7210031347962382, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8401253918495297, 22), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7210031347962382, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8456112852664577, 22), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [741, 61, 152, 39, 5, 33, 80, 87, 109, 677, 781, 355, 615, 110, 114, 55, 120, 121, 122, 91, 94, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8456112852664577\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7210031347962382, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8283699059561129, 15), (0.8456112852664577, 22), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7210031347962382, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 33, 152, 677, 120, 114, 110, 5, 39, 61, 80, 87, 109, 741, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8456112852664577\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7210031347962382, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8628526645768024, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [87, 33, 5, 152, 55, 110, 114, 121, 122, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7594043887147335\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8628526645768024, 29)]\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 78, 33, 231, 117, 107, 55, 49, 710, 136, 10, 675, 677, 49, 514, 691, 34, 17, 72, 781, 61, 5, 51, 55, 775, 779, 110, 62, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8800940438871474\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8800940438871474, 29)]\n", - "[(0.25862068965517243, 4), (0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 61, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.25862068965517243\n", - "Coverage: 0.29411764705882354\n", - "Birth Iteration: 1\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.25862068965517243, 4), (0.29310344827586204, 5), (0.609717868338558, 6), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8800940438871474, 29)]\n", - "[(0.25862068965517243, 4), (0.29310344827586204, 5), (0.609717868338558, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [61, 152, 39, 5, 33, 87, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6285266457680251\n", - "Coverage: 0.7254901960784313\n", - "Birth Iteration: 1\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.25862068965517243, 4), (0.29310344827586204, 5), (0.609717868338558, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8800940438871474, 29)]\n", - "[(0.25862068965517243, 4), (0.29310344827586204, 5), (0.609717868338558, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 33, 117, 55, 49, 710, 10, 675, 49, 514, 691, 34, 781, 61, 55, 779, 110, 57, 121, 122, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8573667711598747\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.25862068965517243, 4), (0.29310344827586204, 5), (0.609717868338558, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.609717868338558, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [110, 5, 39, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3714733542319749\n", - "Coverage: 0.39215686274509803\n", - "Birth Iteration: 1\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.609717868338558, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 122, 72, 57, 114, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6222570532915361\n", - "Coverage: 0.7254901960784313\n", - "Birth Iteration: 1\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 42, 662, 122, 72]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5188087774294671\n", - "Coverage: 0.6078431372549019\n", - "Birth Iteration: 1\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.7829153605015674, 11), (0.8166144200626959, 14), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.8275862068965517, 11), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [61, 39, 5, 33, 109, 34, 49, 55, 110, 514, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8275862068965517\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 2\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.8275862068965517, 11), (0.8456112852664577, 15), (0.8573667711598747, 21), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 5, 39, 80, 781, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8573667711598747\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.6340125391849529, 8), (0.7029780564263323, 9), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 114, 152, 5, 33, 55, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7484326018808778\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 2\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8800940438871474, 29)]\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 33, 677, 110, 61, 80, 109, 741, 781, 34, 49, 57, 121, 514, 615, 675, 710, 775, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8746081504702194\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 2\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3714733542319749, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "[(0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 122, 72, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5078369905956113\n", - "Coverage: 0.5686274509803921\n", - "Birth Iteration: 2\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6285266457680251, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "[(0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [152, 39, 5, 33, 87, 109, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.64576802507837\n", - "Coverage: 0.7450980392156863\n", - "Birth Iteration: 2\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [110, 39, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.31974921630094044\n", - "Coverage: 0.3333333333333333\n", - "Birth Iteration: 2\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7594043887147335, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [78, 662, 72, 5, 33, 61, 80, 87, 109, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7993730407523512\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 2\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.8800940438871474, 29)]\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 49, 49, 514, 691, 781, 61, 55, 110, 57, 122, 39, 114, 120, 152, 677, 579, 81, 5, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9090909090909092\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.64576802507837, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6622257053291536, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 152, 5, 78, 80, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6622257053291536\n", - "Coverage: 0.7450980392156863\n", - "Birth Iteration: 3\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6622257053291536, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6630094043887147, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 5, 61, 78, 109, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6630094043887147\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 3\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31974921630094044, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6630094043887147, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "[(0.44592476489028215, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6630094043887147, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 122, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44592476489028215\n", - "Coverage: 0.5294117647058824\n", - "Birth Iteration: 3\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44592476489028215, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6630094043887147, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "[(0.44592476489028215, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 152, 5, 33, 55, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6794670846394983\n", - "Coverage: 0.7450980392156863\n", - "Birth Iteration: 3\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44592476489028215, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 42, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4561128526645768\n", - "Coverage: 0.5490196078431373\n", - "Birth Iteration: 3\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 49, 49, 514, 691, 781, 61, 55, 110, 57, 122, 39, 114, 120, 677, 81, 5, 34, 44, 80, 615, 675]\n", - "Fitness: 1.0\n", - "Accuracy: 0.914576802507837\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.7993730407523512, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 39, 80, 781, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5188087774294671, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 122, 72, 114, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5360501567398119\n", - "Coverage: 0.6078431372549019\n", - "Birth Iteration: 3\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.6794670846394983, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.6802507836990596, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 114, 152, 5, 33, 55]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6802507836990596\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 3\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.6802507836990596, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 5, 87, 109, 122, 72, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 3\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8746081504702194, 19), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 5, 39, 80, 781, 34, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8800940438871474\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 42, 78, 5, 61, 81, 120, 677, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7711598746081505\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 4\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.822884012539185, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 5, 33, 55, 110, 34, 39, 57, 80, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6222570532915361, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6238244514106583, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 109, 122, 114, 34, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6238244514106583\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 4\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5360501567398119, 5), (0.6238244514106583, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6238244514106583, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 114, 5, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885579937304075\n", - "Coverage: 0.6666666666666666\n", - "Birth Iteration: 4\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6238244514106583, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7711598746081505, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6238244514106583, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 122, 72, 114, 662, 109, 5, 87, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7876175548589341\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 4\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6238244514106583, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6340125391849529, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 114, 5, 87, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6340125391849529\n", - "Coverage: 0.7058823529411765\n", - "Birth Iteration: 4\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6340125391849529, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6394984326018809, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 122, 72, 114, 42, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6394984326018809\n", - "Coverage: 0.7254901960784313\n", - "Birth Iteration: 4\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.5885579937304075, 5), (0.6394984326018809, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 152, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6010971786833856\n", - "Coverage: 0.7058823529411765\n", - "Birth Iteration: 4\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8573667711598747, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 5, 39, 80, 34, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8683385579937304\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 4\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7029780564263323, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 152, 39, 42, 72]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7257053291536051\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 4\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.7876175548589341, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 120, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8393416927899686\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 4\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 20), (0.914576802507837, 22)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 49, 514, 691, 781, 61, 55, 110, 57, 122, 114, 120, 677, 81, 5, 34, 44, 80, 615, 675]\n", - "Fitness: 1.0\n", - "Accuracy: 0.914576802507837\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 20)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 17), (0.914576802507837, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 122, 114, 5, 33, 34, 44, 55, 57, 61, 81, 110, 120, 675, 677, 691, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9090909090909092\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9090909090909092, 17), (0.914576802507837, 20)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 120, 781, 33, 514, 39, 81, 49, 55, 152, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9200626959247649\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7484326018808778, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 42, 33, 34, 91, 110, 114, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7594043887147335\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 5\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7257053291536051, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 120, 152, 5, 34, 42, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7311912225705329\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 5\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 13), (0.9200626959247649, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 152, 5, 33, 110, 39, 49, 57, 81, 514, 34, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.914576802507837\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 13), (0.9200626959247649, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 13), (0.9373040752351097, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 5, 39, 80, 34, 110, 49, 55, 61, 81, 122, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373040752351097\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8401253918495297, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 13), (0.9373040752351097, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 13), (0.9373040752351097, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 55, 110, 39, 49, 57, 81, 514]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8573667711598747\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.914576802507837, 13), (0.9373040752351097, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 13), (0.9373040752351097, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 5, 39, 80, 34, 110, 81, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9200626959247649\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7594043887147335, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 13), (0.9373040752351097, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 13), (0.9373040752351097, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 39, 34, 80, 110, 675]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7601880877742947\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 5\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9200626959247649, 13), (0.9373040752351097, 17)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9373040752351097, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 57, 120, 152, 5, 39, 34, 110, 49, 55, 81, 122, 72]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373040752351097\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6394984326018809, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9373040752351097, 13)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9373040752351097, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 49, 55, 57, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6692789968652038\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 6\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8683385579937304, 11), (0.8800940438871474, 12), (0.9373040752351097, 13)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8800940438871474, 11), (0.9373040752351097, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 5, 39, 110, 81, 122, 72, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8800940438871474\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 6\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.8573667711598747, 10), (0.8800940438871474, 11), (0.9373040752351097, 13)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.9373040752351097, 10)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 120, 33, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373040752351097\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.9373040752351097, 10)]\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 91, 57, 120, 152, 5, 39, 80, 34, 110, 81, 122, 49, 61, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5078369905956113, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 72, 114, 17]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5195924764890283\n", - "Coverage: 0.5882352941176471\n", - "Birth Iteration: 6\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8393416927899686, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 55, 110, 39, 49, 57, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8746081504702194\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.7601880877742947, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.8056426332288402, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 110, 39, 49, 57, 81, 42]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8056426332288402\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 6\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7311912225705329, 7), (0.8056426332288402, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7429467084639498, 7), (0.8056426332288402, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 152, 39, 34, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7429467084639498\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 6\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5195924764890283, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7429467084639498, 7), (0.8056426332288402, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7429467084639498, 7), (0.8056426332288402, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 34, 42, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5595611285266457\n", - "Coverage: 0.6274509803921569\n", - "Birth Iteration: 6\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.7429467084639498, 7), (0.8056426332288402, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 152, 39, 81, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 6\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6010971786833856, 5), (0.6692789968652038, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6010971786833856, 5), (0.7147335423197492, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 152, 39, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 0.803921568627451\n", - "Birth Iteration: 7\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6010971786833856, 5), (0.7147335423197492, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7147335423197492, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 57, 39, 42, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.64576802507837\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 7\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7147335423197492, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 34, 42, 122, 57, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7257053291536051\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 7\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 34, 122, 5, 33, 57, 80, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8691222570532915\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 7\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.8746081504702194, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.8800940438871474, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 39, 91, 5, 80, 110, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8800940438871474\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 7\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.8800940438871474, 9), (0.9373040752351097, 10), (0.9545454545454546, 16)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.8800940438871474, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 120, 33, 57, 39, 49, 61, 81, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.8800940438871474, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 33, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.914576802507837\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.64576802507837, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 34, 57, 80, 415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6684952978056427\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 8\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8691222570532915, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8800940438871474\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 42]\n", - "Fitness: 1.0\n", - "Accuracy: 0.34247648902821315\n", - "Coverage: 0.4117647058823529\n", - "Birth Iteration: 8\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7257053291536051, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7601880877742947, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 57, 5, 34, 80, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7601880877742947\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 8\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7601880877742947, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 15)]\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7601880877742947, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 120, 33, 57, 49, 61, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5595611285266457, 4), (0.6684952978056427, 5), (0.7601880877742947, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6684952978056427, 5), (0.7601880877742947, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 33, 57, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5768025078369906\n", - "Coverage: 0.7450980392156863\n", - "Birth Iteration: 8\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6684952978056427, 5), (0.7601880877742947, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6684952978056427, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 5, 34, 80, 91, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 0.9019607843137255\n", - "Birth Iteration: 9\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6684952978056427, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6794670846394983, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 57, 80, 33, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6794670846394983\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 9\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34247648902821315, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6794670846394983, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6794670846394983, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.39655172413793105\n", - "Coverage: 0.5882352941176471\n", - "Birth Iteration: 9\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.6794670846394983, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 57, 78, 81, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7139498432601881\n", - "Coverage: 0.803921568627451\n", - "Birth Iteration: 9\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4561128526645768, 3), (0.5768025078369906, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4561128526645768, 3), (0.5775862068965517, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 33, 57, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5775862068965517\n", - "Coverage: 0.6470588235294118\n", - "Birth Iteration: 9\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4561128526645768, 3), (0.5775862068965517, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4702194357366771, 3), (0.5775862068965517, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 35, 152]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4702194357366771\n", - "Coverage: 0.6666666666666666\n", - "Birth Iteration: 11\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4702194357366771, 3), (0.5775862068965517, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4976489028213166, 3), (0.5775862068965517, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 33, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4976489028213166\n", - "Coverage: 0.6274509803921569\n", - "Birth Iteration: 11\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4976489028213166, 3), (0.5775862068965517, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4976489028213166, 3), (0.5893416927899686, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [80, 91, 57, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5893416927899686\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 11\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4976489028213166, 3), (0.5893416927899686, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 13)]\n", - "[(0.39655172413793105, 2), (0.4976489028213166, 3), (0.5893416927899686, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 57, 33, 61, 120]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.4976489028213166, 3), (0.5893416927899686, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.5893416927899686, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 35, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5101880877742947\n", - "Coverage: 0.6862745098039216\n", - "Birth Iteration: 13\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.5893416927899686, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 57, 34, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.64576802507837\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 14\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8800940438871474, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8863636363636364, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 91, 57, 117, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8863636363636364\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 16\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8283699059561129, 7), (0.8863636363636364, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8448275862068966, 7), (0.8863636363636364, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [33, 78, 81, 91, 34, 110, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8448275862068966\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 17\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8448275862068966, 7), (0.8863636363636364, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8448275862068966, 7), (0.8863636363636364, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 33, 61, 120, 152, 44, 81, 121]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9600313479623825\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8448275862068966, 7), (0.8863636363636364, 8), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 81, 91, 114, 5, 34, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8863636363636364\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 19\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.914576802507837, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9318181818181819, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 91, 110, 57, 81, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9318181818181819\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5101880877742947, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9318181818181819, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9318181818181819, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 35, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5329153605015674\n", - "Coverage: 0.7058823529411765\n", - "Birth Iteration: 19\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9318181818181819, 9), (0.9373040752351097, 10), (0.9545454545454546, 11), (0.9600313479623825, 14)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9545454545454546, 9), (0.9600313479623825, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 91, 110, 120, 57, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9545454545454546\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9545454545454546, 9), (0.9600313479623825, 14)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9545454545454546, 9), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 80, 91, 110, 33, 61, 120, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9545454545454546, 9), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9090909090909092, 8), (0.9545454545454546, 9), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 91, 120, 57, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9090909090909092\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 20\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9090909090909092, 8), (0.9545454545454546, 9), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9090909090909092, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 5, 34, 80, 91, 44, 61, 110, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.64576802507837, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9090909090909092, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.646551724137931, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9090909090909092, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [114, 57, 81, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.646551724137931\n", - "Coverage: 0.803921568627451\n", - "Birth Iteration: 22\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.646551724137931, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9090909090909092, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.646551724137931, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9318181818181819, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [122, 114, 5, 34, 91, 110, 57, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9318181818181819\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.646551724137931, 4), (0.7139498432601881, 5), (0.7829153605015674, 6), (0.8863636363636364, 7), (0.9318181818181819, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.646551724137931, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (0.9318181818181819, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 81, 91, 114, 34, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 24\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.646551724137931, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (0.9318181818181819, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (0.9318181818181819, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 78, 81, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6920062695924765\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 24\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (0.9318181818181819, 8), (0.9545454545454546, 9), (0.9827586206896552, 10), (1.0, 11)]\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 91, 114, 5, 34, 122, 44, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Iteration: 27\n", - "Iteration: 28\n", - "Iteration: 29\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "[(0.20689655172413793, 1), (0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.20689655172413793\n", - "Coverage: 0.3137254901960784\n", - "Birth Iteration: 30\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "[(0.3448275862068966, 1), (0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [30]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3448275862068966\n", - "Coverage: 0.6078431372549019\n", - "Birth Iteration: 31\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Iteration: 33\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.3448275862068966, 1), (0.39655172413793105, 2), (0.5329153605015674, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "[(0.3448275862068966, 1), (0.39655172413793105, 2), (0.5556426332288401, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 78, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556426332288401\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 34\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Iteration: 36\n", - "Iteration: 37\n", - "Iteration: 38\n", - "Iteration: 39\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.3448275862068966, 1), (0.39655172413793105, 2), (0.5556426332288401, 3), (0.6920062695924765, 4), (0.7139498432601881, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "[(0.3448275862068966, 1), (0.39655172413793105, 2), (0.5556426332288401, 3), (0.6920062695924765, 4), (0.7484326018808778, 5), (0.817398119122257, 6), (0.8863636363636364, 7), (1.0, 8)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 91, 114, 57, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7484326018808778\n", - "Coverage: 0.8235294117647058\n", - "Birth Iteration: 40\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Iteration: 42\n", - "Iteration: 43\n", - "Iteration: 44\n", - "Iteration: 45\n", - "Iteration: 46\n", - "Iteration: 47\n", - "Iteration: 48\n", - "Iteration: 49\n", - "Iteration: 50\n", - "Iteration: 51\n", - "Iteration: 52\n", - "Iteration: 53\n", - "Iteration: 54\n", - "Iteration: 55\n", - "Iteration: 56\n", - "Iteration: 57\n", - "Iteration: 58\n", - "Iteration: 59\n", - "Iteration: 60\n", - "Iteration: 61\n", - "Iteration: 62\n", - "Iteration: 63\n", - "Iteration: 64\n", - "Iteration: 65\n", - "Iteration: 66\n", - "Iteration: 67\n", - "Iteration: 68\n", - "Iteration: 69\n", - "Iteration: 70\n", - "Iteration: 71\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Iteration: 74\n", - "Iteration: 75\n", - "Iteration: 76\n", - "Iteration: 77\n", - "Iteration: 78\n", - "Iteration: 79\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Iteration: 82\n", - "Iteration: 83\n", - "Iteration: 84\n", - "Iteration: 85\n", - "Iteration: 86\n", - "Iteration: 87\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Iteration: 90\n", - "Iteration: 91\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Iteration: 94\n", - "Iteration: 95\n", - "Iteration: 96\n", - "Iteration: 97\n", - "Iteration: 98\n", - "Iteration: 99\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.3352067259813194\n", - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 6\n", - "Total Features: 6\n", - "Total Instances: 51\n", - "Feature Types: [1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [1, 0]\n", - "Class Counts: {1: 29, 0: 22}\n", - "Class Weights: {1: 0.43137254901960786, 0: 0.5686274509803921}\n", - "Majority Class: 1\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[0, 1], [0, 1], [1, 0], [1, 0], [0, 1], [1, 0]]\n", - "Average States: 2.0\n", - "Rule Specificity Limit: 6\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.822 0.149 0.0 0.008 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.018 0.068 0.0 0.013 0.007 0.011 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.022 0.004 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.883 0.321 0.0 0.016 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.042 0.135 0.0 0.027 0.016 0.022 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.059 0.009 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.875 0.497 0.0 0.024 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.068 0.201 0.0 0.042 0.025 0.034 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.097 0.014 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.884 0.674 0.001 0.032 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.095 0.266 0.0 0.056 0.034 0.045 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.137 0.018 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.89 0.853 0.001 0.04 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.122 0.33 0.0 0.07 0.043 0.057 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.179 0.023 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.89 1.035 0.001 0.048 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.151 0.395 0.0 0.085 0.052 0.069 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.222 0.028 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.889 1.216 0.001 0.055 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.179 0.459 0.0 0.099 0.06 0.08 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.264 0.033 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.883 1.398 0.001 0.063 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.208 0.523 0.0 0.113 0.069 0.092 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.308 0.037 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.895 1.583 0.001 0.071 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.238 0.587 0.0 0.128 0.079 0.104 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.353 0.042 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.885 1.771 0.001 0.078 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.268 0.652 0.0 0.142 0.088 0.115 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.399 0.047 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 112\n", - "Post-Cleaning Population Size: 111\n", - "Post-Subsumption Compaction Population Size: 73\n", - "2 rules subsumed with a specificity of 2\n", - "20 rules subsumed with a specificity of 3\n", - "16 rules subsumed with a specificity of 4\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.7037617554858934, 24)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 10, 30, 500, 80, 71, 67, 62, 93, 66, 25, 81, 730, 615, 781, 76, 13, 779, 776, 78, 64, 108, 55, 51]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7037617554858934\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7037617554858934, 24)]\n", - "[(0.7037617554858934, 24), (0.7429467084639498, 31)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 76, 779, 26, 57, 106, 62, 74, 109, 44, 117, 10, 13, 500, 78, 80, 17, 688, 42, 55, 616, 38, 87, 91, 107, 514, 615, 675, 30, 776, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7429467084639498\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7037617554858934, 24), (0.7429467084639498, 31)]\n", - "[(0.6637931034482758, 18), (0.7037617554858934, 24), (0.7429467084639498, 31)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 500, 57, 64, 67, 106, 42, 616, 44, 72, 741, 710, 84, 10, 30, 40]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6637931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6637931034482758, 18), (0.7037617554858934, 24), (0.7429467084639498, 31)]\n", - "[(0.6637931034482758, 18), (0.7037617554858934, 24), (0.7429467084639498, 31), (0.7437304075235109, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 13, 30, 500, 80, 67, 17, 42, 66, 25, 38, 81, 615, 84, 779, 776, 108, 688, 93, 51, 5, 710, 76, 40, 49, 71, 64, 74, 35, 94, 756, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7437304075235109\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6637931034482758, 18), (0.7037617554858934, 24), (0.7429467084639498, 31), (0.7437304075235109, 32)]\n", - "[(0.6637931034482758, 18), (0.7202194357366771, 22), (0.7429467084639498, 31), (0.7437304075235109, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 10, 779, 500, 776, 67, 108, 688, 93, 25, 51, 5, 710, 13, 30, 80, 17, 42, 55, 35, 66, 38]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7202194357366771\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6637931034482758, 18), (0.7202194357366771, 22), (0.7429467084639498, 31), (0.7437304075235109, 32)]\n", - "[(0.646551724137931, 13), (0.6637931034482758, 18), (0.7202194357366771, 22), (0.7429467084639498, 31), (0.7437304075235109, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 10, 779, 500, 776, 67, 108, 688, 93, 25, 51, 5, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.646551724137931\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.646551724137931, 13), (0.6637931034482758, 18), (0.7202194357366771, 22), (0.7429467084639498, 31), (0.7437304075235109, 32)]\n", - "[(0.646551724137931, 13), (0.6637931034482758, 18), (0.7202194357366771, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 13, 779, 500, 776, 67, 17, 108, 688, 25, 51, 616, 5, 107, 710, 76, 78, 64, 55, 756, 87, 114, 514, 84, 30, 26, 80, 71, 62, 109, 355, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7656739811912225\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.646551724137931, 13), (0.6637931034482758, 18), (0.7202194357366771, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "[(0.646551724137931, 13), (0.6637931034482758, 18), (0.7374608150470219, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 10, 779, 26, 40, 78, 80, 688, 62, 355, 61, 122, 675, 662, 76, 57, 106, 74, 109, 44, 117, 30]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7374608150470219\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.646551724137931, 13), (0.6637931034482758, 18), (0.7374608150470219, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "[(0.6849529780564263, 13), (0.7374608150470219, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 42, 99, 109, 616, 44, 775, 30]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6849529780564263\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6849529780564263, 13), (0.7374608150470219, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7374608150470219, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 10, 30, 500, 40, 80, 71, 62, 93, 35, 66, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5791536050156739\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7374608150470219, 22), (0.7429467084639498, 31), (0.7656739811912225, 32)]\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7374608150470219, 22), (0.7547021943573667, 30), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 10, 30, 500, 80, 71, 67, 62, 93, 66, 25, 81, 730, 615, 781, 13, 17, 42, 55, 35, 38, 91, 76, 26, 106, 94, 99, 779, 776, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7547021943573667\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7374608150470219, 22), (0.7547021943573667, 30), (0.7656739811912225, 32)]\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7374608150470219, 22), (0.7547021943573667, 30), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 13, 779, 500, 776, 67, 17, 108, 688, 25, 51, 616, 5, 107, 710, 84, 30, 26]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7084639498432602\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7374608150470219, 22), (0.7547021943573667, 30), (0.7656739811912225, 32)]\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7547021943573667, 30), (0.7656739811912225, 32)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 500, 64, 106, 42, 55, 35, 66, 94, 91, 359, 741, 10, 779, 26, 776, 78, 17, 108, 688]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7429467084639498\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7547021943573667, 30), (0.7656739811912225, 32)]\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 94, 99, 109, 44, 10, 779, 500, 776, 78, 17, 108, 688, 55, 51, 616, 756, 87, 114, 107]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5117554858934169, 10), (0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 13, 779, 26, 776, 17, 108, 688, 25, 99]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5117554858934169\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5117554858934169, 10), (0.5791536050156739, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5117554858934169, 10), (0.6230407523510972, 11), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 94, 99, 109, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6230407523510972\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5117554858934169, 10), (0.6230407523510972, 11), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5666144200626959, 10), (0.6230407523510972, 11), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [84, 76, 779, 26, 57, 106, 62, 74, 109, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5666144200626959\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.5666144200626959, 10), (0.6230407523510972, 11), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5666144200626959, 10), (0.6512539184952978, 11), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 99, 109, 616, 44, 30]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6512539184952978\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5666144200626959, 10), (0.6512539184952978, 11), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5666144200626959, 10), (0.6512539184952978, 11), (0.6739811912225706, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 106, 42, 99, 109, 44, 775, 30, 84]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6739811912225706\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5666144200626959, 10), (0.6512539184952978, 11), (0.6739811912225706, 12), (0.6849529780564263, 13), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5666144200626959, 10), (0.6512539184952978, 11), (0.6739811912225706, 12), (0.6849529780564263, 13), (0.6974921630094044, 16), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [13, 779, 67, 17, 108, 51, 5, 710, 30, 26, 44, 57, 76, 106, 109, 62]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6974921630094044\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5666144200626959, 10), (0.6512539184952978, 11), (0.6739811912225706, 12), (0.6849529780564263, 13), (0.6974921630094044, 16), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5666144200626959, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7021943573667712\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5666144200626959, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26)]\n", - "[(0.5666144200626959, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 42, 99, 109, 616, 44, 775, 30, 94, 76, 13, 30, 500, 776, 49, 64, 55, 35, 66, 94, 51, 756, 34, 39, 359, 779, 57, 67, 106, 42, 616, 44, 72, 741, 710, 26, 99, 91, 10, 17, 108, 688, 25, 109, 355, 27, 110, 120, 231, 107, 152, 662, 775, 415, 78, 87, 84, 80, 71, 62, 93, 81, 730, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7946708463949843\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5666144200626959, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6512539184952978\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7429467084639498, 22), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 13, 779, 500, 776, 17, 108, 688, 51, 616, 5, 107, 84, 30, 26, 44, 55, 57, 78, 106, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 42, 94, 99, 109, 10, 779, 500, 776, 17, 108, 688, 51, 616, 87, 114, 107, 25, 67, 710, 44, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7484326018808778\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.7946708463949843, 69)]\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 109, 44, 30, 76, 13, 30, 26, 776, 49, 55, 35, 94, 99, 27, 756, 34, 677, 84, 779, 57, 108, 74, 109, 110, 120, 10, 17, 355, 152, 691, 80, 42, 38, 91, 500, 64, 66, 51, 39, 359, 67, 106, 616, 44, 72, 741, 710, 40, 78, 688, 62, 61, 122, 675, 662, 93, 114, 514, 579, 71, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 30, 26, 57, 106, 94, 44, 84, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7147335423197492, 21), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 42, 99, 109, 616, 44, 775, 30, 51, 78, 108, 114, 500, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7202194357366771\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 18), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7029780564263323, 17), (0.7084639498432602, 18), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 99, 109, 616, 44, 775, 30, 107, 108, 114, 688, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7029780564263323, 17), (0.7084639498432602, 18), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [13, 779, 26, 57, 106, 42, 99, 109, 616, 30, 10, 17, 51, 67, 500, 710, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7084639498432602\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7084639498432602, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 94, 99, 109, 44, 51, 114, 756, 779, 662]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 13, 779, 500, 67, 17, 108, 688, 25, 51, 616, 5, 107, 710, 84, 30, 26]\n", - "Fitness: 1.0\n", - "Accuracy: 0.719435736677116\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7484326018808778, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7601880877742947, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 500, 64, 106, 42, 55, 35, 66, 94, 359, 10, 779, 26, 776, 78, 17, 108, 688, 44, 51, 87, 114, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7601880877742947\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.567398119122257, 9), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7601880877742947, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7601880877742947, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 62, 109, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5713166144200628\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 0\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7601880877742947, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7139498432601881, 14), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7601880877742947, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [13, 779, 776, 25, 616, 5, 710, 30, 26, 42, 57, 99, 106, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7139498432601881\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7139498432601881, 14), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7429467084639498, 22), (0.7601880877742947, 25), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7139498432601881, 14), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7656739811912225, 22), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 10, 35, 55, 64, 78, 91, 94, 108, 359, 776, 779, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7656739811912225\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7139498432601881, 14), (0.7147335423197492, 16), (0.719435736677116, 17), (0.7202194357366771, 19), (0.7656739811912225, 22), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 22), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 78, 108, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7366771159874608\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 22), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 42, 109, 44, 30, 51, 78, 114, 94, 662, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7656739811912225\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 54), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 109, 44, 30, 76, 13, 30, 26, 776, 49, 55, 94, 99, 27, 756, 677, 779, 57, 108, 109, 120, 10, 17, 80, 42, 38, 91, 500, 66, 51, 359, 67, 106, 616, 44, 40, 78, 688, 61, 675, 114, 514, 579, 71, 33, 107, 615, 93]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 54), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 47), (0.817398119122257, 54), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 500, 64, 106, 42, 55, 35, 66, 94, 91, 359, 741, 10, 779, 26, 776, 78, 17, 108, 688, 27, 33, 34, 39, 40, 44, 51, 57, 61, 67, 71, 80, 84, 109, 110, 114, 120, 122, 152, 355, 514, 579, 677, 710, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7946708463949843\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 47), (0.817398119122257, 54), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 47), (0.8056426332288402, 52), (0.817398119122257, 54), (0.8401253918495297, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [13, 26, 106, 42, 99, 30, 76, 13, 30, 26, 776, 49, 55, 35, 94, 99, 84, 779, 57, 108, 74, 109, 110, 120, 10, 17, 355, 152, 691, 80, 42, 38, 91, 500, 64, 66, 359, 106, 616, 44, 72, 741, 710, 40, 78, 688, 62, 122, 675, 662, 93, 579]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8056426332288402\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 47), (0.8056426332288402, 52), (0.817398119122257, 54), (0.8401253918495297, 68)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 47), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 109, 44, 30, 76, 13, 30, 26, 49, 55, 35, 94, 99, 84, 779, 57, 108, 74, 109, 110, 120, 10, 152, 691, 80, 42, 38, 64, 51, 39, 359, 106, 616, 44, 741, 710, 78, 61, 675, 662, 93, 114, 514, 33, 781, 579, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 47), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 41), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 44, 30, 76, 13, 30, 26, 35, 94, 99, 27, 34, 677, 57, 74, 109, 10, 355, 152, 42, 500, 39, 359, 67, 106, 616, 44, 710, 675, 514, 579, 71, 33, 676, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7946708463949843\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 41), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 41), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 108, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7311912225705329\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 41), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.8001567398119123, 40), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 109, 44, 30, 76, 13, 30, 26, 776, 49, 94, 99, 677, 779, 57, 108, 109, 120, 10, 42, 38, 91, 66, 51, 359, 67, 106, 44, 78, 688, 61, 114, 71, 17]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.8001567398119123, 40), (0.8056426332288402, 52), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 39), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 94, 99, 109, 44, 10, 779, 500, 776, 78, 17, 108, 688, 55, 51, 616, 756, 87, 114, 107, 27, 33, 38, 40, 49, 61, 67, 71, 91, 93, 615, 675, 359]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 39), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [13, 106, 42, 99, 30, 76, 13, 30, 26, 776, 49, 55, 35, 94, 99, 84, 779, 108, 74, 109, 110, 120, 10, 17, 355, 152, 691, 80, 42, 38, 91, 500, 64, 359, 106, 616, 44, 72, 741, 710, 40, 78, 688, 62, 122, 675, 662, 93, 579]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6512539184952978, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 30, 26, 57, 106, 42, 99, 109, 44, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6575235109717869\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 42, 109, 44, 30, 76, 13, 30, 26, 776, 99, 756, 779, 57, 108, 109, 120, 42, 38, 500, 359, 67, 106, 616, 44, 78, 61, 114, 579, 71, 107, 93, 80, 94]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7946708463949843\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 78, 108, 776, 27, 34, 35, 38, 40, 51, 55, 66, 80, 84, 91, 152, 355, 359, 500, 514, 579, 616, 662, 677, 688, 691, 710, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 35, 55, 64, 741, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7539184952978057\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7249216300940439\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 26), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 21), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 78, 108, 776, 17, 35, 55, 64, 688, 741, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 21), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 21), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 106, 62, 109, 13]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536833855799373\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 2\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 21), (0.7946708463949843, 37), (0.8001567398119123, 38), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 21), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 94, 99, 109, 44, 64, 66, 35, 741, 359, 776, 10, 779, 108, 78, 688, 17, 500, 55, 91, 62, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7829153605015674, 21), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7829153605015674, 21), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 108, 35, 55, 64, 741, 49, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7711598746081505\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7829153605015674, 21), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7829153605015674, 21), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 106, 62, 109, 13, 30, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6230407523510972\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7829153605015674, 21), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7829153605015674, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 108, 776, 17, 35, 55, 64, 688, 741, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7829153605015674, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 78, 108, 776, 17, 35, 55, 688, 741, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7884012539184952\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 49), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 109, 44, 30, 76, 13, 30, 26, 776, 49, 94, 99, 27, 779, 57, 108, 74, 109, 110, 10, 17, 42, 500, 51, 359, 106, 616, 44, 72, 710, 78, 62, 675, 662, 93, 114, 71, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7249216300940439, 12), (0.7311912225705329, 13), (0.7366771159874608, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7366771159874608\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 53)]\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 55, 64, 741, 779, 17, 40, 51, 66, 71, 80, 87, 91, 93, 94, 108, 110, 152, 355, 500, 514, 579, 662, 675, 677, 710, 34, 72, 10, 27, 39, 61, 62, 67, 78, 359, 616, 688, 691, 776, 415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.536833855799373, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 62, 109]\n", - "Fitness: 1.0\n", - "Accuracy: 0.54858934169279\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 4\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.7021943573667712, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 55, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.719435736677116\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 5\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 44), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 42), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 57, 106, 99, 109, 44, 30, 76, 13, 30, 26, 49, 55, 94, 99, 27, 84, 779, 57, 108, 109, 120, 691, 42, 38, 91, 51, 67, 106, 44, 72, 78, 675, 662, 93, 114, 579, 107, 34, 5, 781, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.817398119122257, 39), (0.822884012539185, 42), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8283699059561129, 38), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 57, 106, 42, 109, 44, 76, 13, 30, 26, 49, 55, 94, 99, 34, 84, 779, 57, 108, 109, 110, 17, 691, 42, 106, 44, 72, 741, 40, 78, 688, 61, 662, 514, 579, 67, 231, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8283699059561129, 38), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 106, 62, 109, 13, 17, 27, 42, 44, 51, 61, 64, 78, 84, 87, 99, 110, 120, 152, 355, 359, 500, 514, 616, 688, 691, 741, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8056426332288402\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 42, 99, 109, 44, 35, 55, 779, 108, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7421630094043887\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 7\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 50)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 55, 108, 10, 13, 27, 33, 34, 40, 51, 61, 62, 66, 67, 71, 81, 84, 91, 93, 94, 110, 114, 121, 122, 359, 500, 514, 615, 662, 675, 677, 730, 741, 756, 781, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7711598746081505, 18), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 30, 26, 57, 106, 42, 99, 109, 44, 779, 108, 776, 17, 35, 55, 688, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7774294670846396\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.6575235109717869, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 30, 26, 57, 106, 42, 44, 779, 34, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7037617554858934\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.811128526645768, 33), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 779, 10, 25, 49, 61, 62, 64, 67, 78, 81, 84, 91, 108, 110, 114, 122, 355, 514, 615, 616, 688, 710, 756]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.811128526645768, 33), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.811128526645768, 33), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 106, 109, 94]\n", - "Fitness: 1.0\n", - "Accuracy: 0.469435736677116\n", - "Coverage: 0.7254901960784313\n", - "Birth Iteration: 11\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Iteration: 13\n", - "Iteration: 14\n", - "Iteration: 15\n", - "Iteration: 16\n", - "Iteration: 17\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.811128526645768, 33), (0.8283699059561129, 38), (0.8401253918495297, 44)]\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.811128526645768, 33), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 106, 99, 109, 44, 30, 76, 13, 30, 26, 776, 55, 94, 99, 27, 756, 34, 677, 779, 57, 109, 110, 691, 42, 91, 51, 67, 106, 44, 710, 78, 62, 122, 675, 662, 114, 514, 579, 117, 39, 64, 120, 72, 615, 231, 136, 93]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8573667711598747\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.8056426332288402, 30), (0.811128526645768, 33), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 106, 109, 13, 27, 42, 44, 51, 61, 64, 84, 87, 99, 110, 120, 152, 355, 514, 688, 741, 30, 38, 67, 107, 662, 781, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6230407523510972, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 30, 42, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6747648902821317\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.54858934169279, 7), (0.5713166144200628, 8), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6340125391849529\n", - "Coverage: 0.9215686274509803\n", - "Birth Iteration: 19\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7884012539184952, 20), (0.8001567398119123, 28), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 108, 30, 34, 38, 120, 662, 781, 99, 688, 114, 51]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7366771159874608, 12), (0.7421630094043887, 14), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 55, 108, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7421630094043887\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 19\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7938871473354232, 18), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 741, 779, 34, 72, 108, 110, 114, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7938871473354232\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7938871473354232, 18), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 44), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7938871473354232, 18), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 55, 108, 10, 13, 27, 33, 34, 40, 51, 61, 62, 66, 67, 71, 81, 84, 91, 93, 94, 110, 114, 121, 122, 359, 500, 514, 662, 675, 677, 730, 741, 756, 781, 78]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.7774294670846396, 17), (0.7938871473354232, 18), (0.8001567398119123, 20), (0.811128526645768, 29), (0.8283699059561129, 38), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.811128526645768, 17), (0.8283699059561129, 38), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 741, 34, 72, 108, 110, 114, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.811128526645768, 17), (0.8283699059561129, 38), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 106, 42, 109, 44, 76, 13, 30, 26, 99, 34, 84, 779, 57, 109, 110, 42, 106, 44, 741, 40, 78, 688, 61, 514, 67, 231, 27, 51, 710, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.469435736677116, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 106, 109, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5039184952978056\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 20\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7539184952978057, 15), (0.7656739811912225, 16), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 55, 108, 81, 13, 30, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 50)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 57, 106, 99, 109, 44, 30, 76, 13, 30, 26, 776, 55, 94, 99, 27, 756, 34, 677, 779, 57, 109, 110, 691, 42, 91, 51, 67, 106, 44, 710, 78, 122, 675, 662, 114, 514, 579, 117, 39, 64, 120, 72, 615, 231, 136, 93]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8573667711598747\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7656739811912225, 14), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 55, 108, 35, 99, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7656739811912225\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 20\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7656739811912225, 14), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7429467084639498, 13), (0.7656739811912225, 14), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 34, 781, 99, 688]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7429467084639498\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.719435736677116, 11), (0.7421630094043887, 12), (0.7429467084639498, 13), (0.7656739811912225, 14), (0.7829153605015674, 15), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 44, 49, 108, 81, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 20\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 779, 26, 57, 106, 42, 109, 30, 51, 78, 114, 94, 662, 17, 34, 49, 55, 67, 72, 84, 99, 108, 110, 231, 514, 741, 117]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7037617554858934, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 109, 42, 44, 49, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7311912225705329\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 20\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.5039184952978056, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 106, 34, 81, 57, 35]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5501567398119123\n", - "Coverage: 0.7843137254901961\n", - "Birth Iteration: 21\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8401253918495297, 43), (0.8573667711598747, 48)]\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 775, 514, 776, 136, 13, 662, 27, 30, 675, 677, 39, 42, 44, 691, 51, 55, 57, 64, 67, 579, 710, 72, 78, 91, 93, 94, 99, 615, 231, 109, 110, 114, 756, 117, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8746081504702194\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 28), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 26, 57, 42, 109, 30, 51, 78, 114, 94, 662, 34, 49, 55, 72, 84, 99, 108, 110, 231, 514, 741, 44, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7311912225705329, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 775, 44, 108, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7429467084639498\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 21\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.6747648902821317, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 49, 81, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 21\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6340125391849529, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.5501567398119123, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 42, 49, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6567398119122256\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 21\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.5501567398119123, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [106, 42, 44, 76, 30, 26, 84, 779, 57, 109, 42, 106, 44, 741, 78, 61, 514, 27, 49, 81]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.5501567398119123, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 109, 30, 42, 44, 13, 34, 49, 108, 114, 741, 25, 136, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7884012539184952\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5501567398119123, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 106, 34, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6285266457680251\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8746081504702194, 42)]\n", - "[(0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 106, 42, 109, 44, 76, 13, 30, 26, 99, 34, 84, 779, 57, 109, 110, 42, 106, 44, 741, 40, 78, 688, 61, 514, 67, 231, 27, 51, 710, 49, 72, 114, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8510971786833856\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 106, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5940438871473355\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.7884012539184952, 16), (0.811128526645768, 17), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 99, 109, 44, 34, 72, 108, 110, 114, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8338557993730407, 32), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 514, 136, 13, 662, 27, 30, 39, 42, 44, 691, 51, 57, 67, 579, 72, 78, 91, 99, 615, 109, 110, 114, 756, 117, 122, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8338557993730407\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.822884012539185, 25), (0.8283699059561129, 31), (0.8338557993730407, 32), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [26, 106, 42, 44, 76, 26, 34, 84, 779, 109, 110, 42, 106, 44, 741, 78, 61, 67, 27, 710, 49, 108, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8338557993730407\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8510971786833856, 34), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 775, 514, 776, 136, 13, 662, 27, 30, 675, 677, 39, 42, 44, 691, 51, 55, 57, 64, 67, 579, 710, 72, 78, 91, 93, 94, 99, 615, 231, 109, 110, 117, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8573667711598747\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8456112852664577, 29), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [106, 42, 109, 44, 76, 13, 30, 26, 34, 57, 109, 110, 42, 106, 44, 741, 40, 78, 688, 61, 514, 27, 710, 49, 72, 114, 108, 39, 355]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8456112852664577\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6285266457680251, 6), (0.6567398119122256, 7), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8456112852664577, 29), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8456112852664577, 29), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 34, 10, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6630094043887147\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8338557993730407, 23), (0.8456112852664577, 29), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8401253918495297, 23), (0.8456112852664577, 29), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 34, 81, 775, 514, 136, 27, 30, 675, 677, 42, 44, 691, 57, 99, 231, 109, 110, 117, 62, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8401253918495297\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8401253918495297, 23), (0.8456112852664577, 29), (0.8510971786833856, 34), (0.8573667711598747, 40), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 55, 64, 78, 91, 109, 110, 117, 120, 136, 579, 615, 662, 675, 677, 691, 710, 775, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8628526645768024\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7829153605015674, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 49, 81, 34, 108, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7884012539184952\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 22\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 20), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 109, 44, 741, 72, 110, 114, 49, 61, 78, 779, 34]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7429467084639498, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 44, 108, 49, 80]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7601880877742947\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8338557993730407, 22), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 34, 81, 775, 514, 136, 27, 675, 677, 42, 691, 57, 99, 231, 109, 110, 62, 779, 49, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8338557993730407\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8338557993730407, 22), (0.8401253918495297, 23), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8338557993730407, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 106, 42, 81, 34, 27, 44, 55, 64, 78, 91, 109, 110, 117, 120, 136, 579, 615, 662, 675, 677, 691, 710, 775, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8456112852664577\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.811128526645768, 16), (0.817398119122257, 18), (0.8338557993730407, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.811128526645768, 16), (0.817398119122257, 18), (0.8338557993730407, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 34, 81, 775, 136, 44, 691, 109, 117, 62, 779, 108, 688]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8056426332288402\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 23\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.811128526645768, 16), (0.817398119122257, 18), (0.8338557993730407, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.811128526645768, 16), (0.817398119122257, 18), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 55, 78, 109, 110, 117, 136, 615, 675, 677, 691, 710, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8393416927899686\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.811128526645768, 16), (0.817398119122257, 18), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 109, 44, 34, 72, 108, 114, 49, 61, 741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 106, 42, 109, 44, 741, 72, 110, 114, 49, 61, 78, 779, 34, 99]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 42, 109, 44, 34, 72, 108, 110, 49, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001567398119123\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 42)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 775, 514, 776, 13, 662, 27, 30, 675, 677, 39, 42, 44, 691, 51, 55, 57, 64, 67, 579, 710, 72, 78, 91, 93, 94, 99, 615, 231, 109, 110, 114, 756, 117, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8746081504702194\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7601880877742947, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 49, 81, 34, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7656739811912225\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 24\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 106, 49, 34, 108, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6794670846394983\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8456112852664577, 27), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 55, 78, 109, 110, 117, 136, 615, 675, 677, 691, 710, 775, 91, 120, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8620689655172413\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 28), (0.8746081504702194, 41)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8746081504702194, 41)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 55, 64, 78, 109, 110, 117, 136, 579, 662, 675, 677, 691, 710, 775, 776, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8628526645768024\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 24\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8746081504702194, 41)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 779, 34, 81, 775, 514, 27, 675, 677, 39, 42, 44, 691, 55, 57, 67, 710, 91, 94, 615, 231, 109, 110, 117, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8910658307210031\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.8056426332288402, 15), (0.817398119122257, 16), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 42, 109, 44, 34, 72, 108, 114, 49, 61, 741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.822884012539185\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6794670846394983, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 106, 49, 34, 108, 10, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8401253918495297, 23), (0.8620689655172413, 25), (0.8628526645768024, 26), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 34, 81, 775, 514, 136, 27, 675, 677, 42, 44, 691, 57, 231, 109, 110, 117, 779, 55, 662, 710, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8738244514106583\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 25\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 109, 110, 117, 136, 675, 677, 691, 710, 775, 91, 30, 62, 99, 231, 514]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8855799373040751\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 57, 42, 49, 34, 108, 13, 61, 72, 109, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7938871473354232\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 25\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.8001567398119123, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 775, 514, 677, 42, 691, 57, 231, 109, 110, 117, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 25\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8393416927899686, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8510971786833856, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 78, 109, 110, 117, 136, 615, 691, 775, 49, 72, 114, 741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8510971786833856\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8510971786833856, 22), (0.8738244514106583, 23), (0.8855799373040751, 25), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8510971786833856, 22), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 26, 57, 106, 42, 81, 34, 27, 44, 55, 78, 109, 110, 117, 136, 615, 675, 677, 691, 710, 39, 579, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8855799373040751\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 19), (0.8510971786833856, 22), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 106, 34, 108, 26, 42, 44, 55, 67, 81, 110, 117, 231, 675, 677, 691, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8510971786833856\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 26\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 106, 34, 10, 49, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6684952978056427\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5940438871473355, 5), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 106, 10, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6112852664576802\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 106, 779, 34, 81, 775, 514, 27, 675, 42, 691, 55, 91, 120, 122, 108, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8738244514106583, 23), (0.8855799373040751, 24), (0.8910658307210031, 28)]\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 34, 81, 775, 514, 136, 27, 677, 42, 44, 691, 57, 109, 110, 117, 779, 55, 710, 776, 39, 579, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8910658307210031\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7656739811912225, 10), (0.7884012539184952, 11), (0.7938871473354232, 12), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8910658307210031, 23)]\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 42, 49, 81, 34, 108, 110, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7938871473354232\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 27\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8910658307210031, 23)]\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 42, 109, 44, 34, 72, 114, 27, 78, 81, 106, 110, 675, 677, 691, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8628526645768024\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6630094043887147, 6), (0.6684952978056427, 7), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8910658307210031, 23)]\n", - "[(0.6112852664576802, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 49, 34, 10, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6747648902821317\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8910658307210031, 23)]\n", - "[(0.6112852664576802, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 42, 109, 44, 34, 114, 27, 78, 81, 106, 110, 675, 691, 710, 55, 91, 122, 514, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8738244514106583\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 14), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "[(0.6112852664576802, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 42, 49, 81, 34, 108, 114, 91, 120, 122, 514, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6112852664576802, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 34, 57, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6222570532915361\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 28\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7029780564263323, 8), (0.7147335423197492, 9), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 49, 34, 10, 114, 106, 108, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7257053291536051\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.8738244514106583, 22), (0.8910658307210031, 23)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 106, 779, 34, 81, 775, 514, 27, 675, 677, 39, 42, 44, 691, 55, 710, 91, 615, 109, 117, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9137931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 106, 34, 108, 42, 55, 67, 81, 117, 231, 675, 677, 691, 710, 91, 120, 122, 776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8518808777429467\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8283699059561129, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 13, 30, 26, 57, 42, 109, 44, 34, 72, 114, 61, 27, 78, 110, 677, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8338557993730407\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 106, 34, 108, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6794670846394983\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7257053291536051, 8), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 26, 57, 42, 34, 114, 49, 81, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7484326018808778\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 28\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 12), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 42, 81, 34, 108, 114, 91, 120, 122, 514, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.811128526645768\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7029780564263323, 7), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 49, 34, 10, 114, 106, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.6794670846394983, 6), (0.7029780564263323, 7), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 49, 34, 10, 114, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7029780564263323\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8510971786833856, 18), (0.8518808777429467, 19), (0.8628526645768024, 20), (0.9137931034482758, 22)]\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 42, 81, 34, 108, 114, 91, 120, 122, 514, 691, 27, 44, 106, 109, 117, 675, 779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8683385579937304\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6222570532915361, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 34, 57, 76]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6285266457680251\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.822884012539185, 15), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.8283699059561129, 14), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 42, 49, 81, 34, 108, 114, 91, 120, 122, 514, 691, 57, 26]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8283699059561129\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.7257053291536051, 8), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.8283699059561129, 14), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.8283699059561129, 14), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 691, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.738244514106583\n", - "Coverage: 0.8431372549019608\n", - "Birth Iteration: 29\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7484326018808778, 9), (0.7938871473354232, 10), (0.811128526645768, 11), (0.8283699059561129, 14), (0.8338557993730407, 17), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7484326018808778, 9), (0.8518808777429467, 10), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 49, 81, 34, 114, 120, 122, 691, 57, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8518808777429467\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7484326018808778, 9), (0.8518808777429467, 10), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.8518808777429467, 9), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [49, 34, 114, 42, 57, 67, 81, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8518808777429467\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.8518808777429467, 9), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [42, 81, 34, 91, 120, 122, 514, 691, 27, 44, 109, 117, 49, 67, 13, 136]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8565830721003135\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [49, 34, 10, 114, 57, 81, 122, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7429467084639498\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 30\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 4), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6285266457680251\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 18), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 779, 34, 81, 27, 675, 677, 39, 42, 44, 691, 55, 615, 109, 122, 57, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8683385579937304\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 5), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10, 34, 76, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6747648902821317\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7429467084639498, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7547021943573667, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 57, 42, 34, 114, 49, 81, 108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7547021943573667\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 30\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.738244514106583, 7), (0.7547021943573667, 8), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.7829153605015674, 7), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 49, 81, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7829153605015674\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 31\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.7829153605015674, 7), (0.8518808777429467, 9), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 57, 42, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8518808777429467\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 31\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8565830721003135, 16), (0.8683385579937304, 17), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 691, 27, 42, 44, 67, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8855799373040751\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7029780564263323, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7147335423197492, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 49, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7147335423197492\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 32\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7147335423197492, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9137931034482758, 22)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 81, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7484326018808778\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 32\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9137931034482758, 22)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9255485893416928, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 106, 34, 81, 775, 514, 27, 675, 677, 39, 42, 44, 691, 55, 710, 91, 615, 109, 117, 120, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255485893416928\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9255485893416928, 21)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9255485893416928, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 49, 81, 122, 67, 27, 44, 691, 120, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9090909090909092\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9255485893416928, 21)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9255485893416928, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 42, 44, 67, 91, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8636363636363636\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 32\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9255485893416928, 21)]\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9137931034482758, 20), (0.9255485893416928, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 691, 27, 42, 44, 67, 91, 55, 76, 109, 117, 615, 710, 779, 231, 61]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9137931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9137931034482758, 20), (0.9255485893416928, 21)]\n", - "[(0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9137931034482758, 20), (0.9255485893416928, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.41379310344827586\n", - "Coverage: 0.6470588235294118\n", - "Birth Iteration: 32\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9137931034482758, 20), (0.9255485893416928, 21)]\n", - "[(0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9255485893416928, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 775, 514, 27, 677, 42, 44, 691, 55, 710, 91, 615, 109, 120, 122, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255485893416928\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8855799373040751, 11), (0.9090909090909092, 13), (0.9255485893416928, 18)]\n", - "[(0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9255485893416928, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 81, 122, 67, 44, 691, 120]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8863636363636364\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9255485893416928, 18)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9255485893416928, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [49]\n", - "Fitness: 1.0\n", - "Accuracy: 0.20689655172413793\n", - "Coverage: 0.29411764705882354\n", - "Birth Iteration: 33\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9255485893416928, 18)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9255485893416928, 18), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 775, 514, 27, 677, 42, 44, 691, 55, 710, 91, 615, 109, 120, 122, 67, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9255485893416928, 18), (0.9482758620689655, 19)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 18), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 27, 42, 44, 67, 91, 76, 109, 514, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9137931034482758\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 18), (0.9482758620689655, 19)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 775, 514, 27, 677, 42, 44, 691, 55, 91, 615, 109, 120, 122, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255485893416928\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8518808777429467, 8), (0.8636363636363636, 9), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 57, 42, 67, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8636363636363636\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 34\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 10), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 42, 44, 67, 57, 120]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8863636363636364\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 34\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.7829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 81, 122, 44]\n", - "Fitness: 1.0\n", - "Accuracy: 0.817398119122257\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 34\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.817398119122257, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 81, 122, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.829153605015674\n", - "Coverage: 0.9607843137254902\n", - "Birth Iteration: 34\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.20689655172413793, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "[(0.3181818181818182, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3181818181818182\n", - "Coverage: 0.49019607843137253\n", - "Birth Iteration: 35\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9255485893416928, 17), (0.9482758620689655, 19)]\n", - "[(0.3181818181818182, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 775, 514, 27, 42, 44, 691, 710, 91, 615, 109, 120, 122, 67, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7484326018808778, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 17)]\n", - "[(0.3181818181818182, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 42, 44, 57, 114, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7594043887147335\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 36\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.41379310344827586, 2), (0.6285266457680251, 3), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 17)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 10]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6285266457680251\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 17)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 27, 42, 44, 67, 91, 76, 109, 514, 615, 691, 710]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 16)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 16)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 42, 44, 67, 91, 76, 514, 615]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8918495297805643\n", - "Coverage: 0.9803921568627451\n", - "Birth Iteration: 37\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 16)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 27, 42, 44, 67, 91, 76, 109, 514, 615, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8636363636363636, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 42, 44, 67, 120]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8746081504702194\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 38\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9137931034482758, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 27, 42, 44, 67, 91, 76, 109, 514, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9427899686520376\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 34, 114, 81, 122]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6810344827586207\n", - "Coverage: 0.7647058823529411\n", - "Birth Iteration: 39\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8918495297805643, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8973354231974922, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 42, 44, 67, 91, 76, 514, 27]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8973354231974922\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8973354231974922, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.8973354231974922, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 120, 122, 42, 44, 67, 109, 514]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8910658307210031\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.8973354231974922, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.908307210031348, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 42, 44, 114, 27, 67, 81, 109, 122, 677, 691, 781]\n", - "Fitness: 1.0\n", - "Accuracy: 0.908307210031348\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6810344827586207, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.908307210031348, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.908307210031348, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 42, 34, 114, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6904388714733543\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 41\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.908307210031348, 12), (0.9090909090909092, 13), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 27, 677, 42, 44, 691, 91, 120, 122, 67, 114]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9200626959247649\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7594043887147335, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 42, 67]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7601880877742947\n", - "Coverage: 0.8627450980392157\n", - "Birth Iteration: 42\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9427899686520376, 14), (0.9482758620689655, 15)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9482758620689655, 14)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 27, 42, 44, 67, 91, 76, 109, 514, 615, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482758620689655\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Iteration: 44\n", - "Iteration: 45\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9482758620689655, 14)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 120, 55, 677, 710, 106]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 46\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9427899686520376, 13), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 27, 677, 42, 44, 91, 120, 122, 67, 114, 359, 775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9427899686520376\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9200626959247649, 12), (0.9427899686520376, 13), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 27, 677, 42, 44, 91, 120, 122, 67, 114, 359]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9427899686520376\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.8973354231974922, 11), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [81, 34, 114, 122, 27, 42, 44, 67, 691, 359, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8973354231974922\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.8973354231974922, 11), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9090909090909092, 11), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 27, 677, 42, 44, 91, 122, 67, 114, 57]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9090909090909092\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9090909090909092, 11), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 19)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9090909090909092, 11), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 120, 55, 677, 106]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9090909090909092, 11), (0.9427899686520376, 12), (0.9482758620689655, 14), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9427899686520376, 11), (0.9482758620689655, 14), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 27, 677, 42, 44, 91, 122, 67, 114, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9427899686520376\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.8746081504702194, 8), (0.8863636363636364, 9), (0.8910658307210031, 10), (0.9427899686520376, 11), (0.9482758620689655, 14), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 42, 44, 122, 67, 114, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9427899686520376\n", - "Coverage: 1.0\n", - "Birth Iteration: 50\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 120, 55, 677, 106]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9600313479623825\n", - "Coverage: 1.0\n", - "Birth Iteration: 50\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7601880877742947, 6), (0.829153605015674, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7938871473354232, 6), (0.829153605015674, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 114, 122, 42, 57, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7938871473354232\n", - "Coverage: 1.0\n", - "Birth Iteration: 50\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7938871473354232, 6), (0.829153605015674, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 42, 44, 67, 114, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8393416927899686\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 52\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.6904388714733543, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [57, 34, 114, 25, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7594043887147335\n", - "Coverage: 0.8823529411764706\n", - "Birth Iteration: 52\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9600313479623825, 17), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9655172413793103, 16), (0.9827586206896552, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 114, 122, 42, 57, 25, 27, 44, 67, 81, 91, 106, 109, 514, 677, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9655172413793103\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9655172413793103, 16), (0.9827586206896552, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9655172413793103, 16), (0.9827586206896552, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 55, 677, 106]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9827586206896552\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9482758620689655, 14), (0.9655172413793103, 16), (0.9827586206896552, 17)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9600313479623825, 14), (0.9655172413793103, 16), (0.9827586206896552, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 42, 44, 122, 67, 114, 110, 5, 91, 106, 120, 615, 691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9600313479623825\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9600313479623825, 14), (0.9655172413793103, 16), (0.9827586206896552, 17)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 42, 44, 91, 122, 67, 114, 106, 110]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9772727272727273\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 120, 55, 677, 710, 106, 5, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 57\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8393416927899686, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 21)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 44, 122, 67, 114, 110, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8636363636363636\n", - "Coverage: 0.9411764705882353\n", - "Birth Iteration: 58\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.7938871473354232, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 21)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 21)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 114, 122, 57, 25, 91]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8628526645768024\n", - "Coverage: 1.0\n", - "Birth Iteration: 59\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Iteration: 61\n", - "Iteration: 62\n", - "Iteration: 63\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 21)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 20)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 55, 677, 106, 5, 33, 120]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 64\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 20)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 19)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [76, 34, 81, 514, 27, 42, 44, 691, 91, 615, 109, 122, 67, 114, 55, 677, 106, 5, 33]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 19)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 18)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 514, 27, 42, 44, 691, 91, 122, 67, 114, 120, 677, 710, 106, 5, 110, 25]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 67\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (0.9827586206896552, 17), (1.0, 18)]\n", - "[(0.3181818181818182, 1), (0.6285266457680251, 2), (0.6747648902821317, 4), (0.7594043887147335, 5), (0.8628526645768024, 6), (0.8636363636363636, 7), (0.9427899686520376, 8), (0.9772727272727273, 10), (1.0, 15)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [34, 81, 42, 44, 91, 122, 67, 114, 106, 110, 27, 33, 514, 615, 677]\n", - "Fitness: 1.0\n", - "Accuracy: 1.0\n", - "Coverage: 1.0\n", - "Birth Iteration: 68\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Iteration: 70\n", - "Iteration: 71\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Iteration: 74\n", - "Iteration: 75\n", - "Iteration: 76\n", - "Iteration: 77\n", - "Iteration: 78\n", - "Iteration: 79\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Iteration: 82\n", - "Iteration: 83\n", - "Iteration: 84\n", - "Iteration: 85\n", - "Iteration: 86\n", - "Iteration: 87\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Iteration: 90\n", - "Iteration: 91\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Iteration: 94\n", - "Iteration: 95\n", - "Iteration: 96\n", - "Iteration: 97\n", - "Iteration: 98\n", - "Iteration: 99\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.7631496997635475\n" - ] - } - ], - "source": [ - "heros_null = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = False)\n", - "\n", - "heros_null = heros_null.fit(X_train_0, y_train_0, cat_feat_indexes=cat_feat_indexes, ek=ek)\n", - "\n", - "heros_alt = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = True)\n", - "heros_alt = heros_alt.fit(X_train_0, y_train_0, cat_feat_indexes=cat_feat_indexes, ek=ek)\n", - "\n", - "heros_alt1 = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = None)\n", - "heros_alt1 = heros_alt1.fit(X_train_0, y_train_0, cat_feat_indexes=cat_feat_indexes, ek=ek)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "top_00 = heros_null.export_model_growth()\n", - "top_10 = heros_alt.export_model_growth()\n", - "top_20 = heros_alt1.export_model_growth()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import accuracy_score\n", - "y_predict_00 = heros_null.predict(X_test_0, top_rule_set = True)\n", - "acc_00 = accuracy_score(y_test_0, y_predict_00)\n", - "\n", - "y_predict_10 = heros_alt.predict(X_test_0, top_rule_set = True)\n", - "acc_10 = accuracy_score(y_test_0, y_predict_10)\n", - "\n", - "y_predict_20 = heros_alt1.predict(X_test_0, top_rule_set = True)\n", - "acc_20 = accuracy_score(y_test_0, y_predict_20)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "\n", - "### HEROS Dataset 1" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['N0', 'N1', 'N2', 'N3', 'N4', 'N5', 'N6', 'N7', 'N8', 'N9', 'N10', 'N11', 'N12', 'N13', 'N14', 'N15', 'N16', 'N17', 'N18', 'N19', 'N20', 'N21', 'N22', 'N23', 'N24', 'N25', 'N26', 'N27', 'N28', 'N29', 'N30', 'N31', 'N32', 'N33', 'N34', 'N35', 'N36', 'N37', 'N38', 'N39', 'N40', 'N41', 'N42', 'N43', 'N44', 'N45', 'N46', 'N47', 'N48', 'N49', 'N50', 'N51', 'N52', 'N53', 'N54', 'N55', 'N56', 'N57', 'N58', 'N59', 'N60', 'N61', 'N62', 'N63', 'N64', 'N65', 'N66', 'N67', 'N68', 'N69', 'N70', 'N71', 'N72', 'N73', 'N74', 'N75', 'N76', 'N77', 'N78', 'N79', 'N80', 'N81', 'N82', 'N83', 'N84', 'N85', 'N86', 'N87', 'N88', 'N89', 'N90', 'N91', 'N92', 'N93', 'N94', 'N95', 'M0P0', 'M1P0', 'M2P0', 'M3P0', 'Class']\n", - " N0 N1 N2 N3 N4 N5 N6 N7 N8 N9 ... N90 N91 N92 N93 N94 \\\n", - "0 1 1 0 0 0 0 0 0 1 0 ... 0 1 1 1 0 \n", - "1 0 0 0 0 0 0 0 0 0 0 ... 1 1 0 0 0 \n", - "2 0 2 0 1 1 0 0 1 0 1 ... 1 0 0 0 0 \n", - "3 0 0 0 1 0 0 0 0 0 0 ... 0 1 1 1 1 \n", - "4 0 1 0 0 1 1 0 2 0 1 ... 0 0 2 0 0 \n", - "... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... \n", - "1595 0 0 0 0 1 0 0 0 0 0 ... 1 0 0 0 2 \n", - "1596 0 2 0 0 1 1 0 0 0 1 ... 2 2 1 1 0 \n", - "1597 0 0 0 0 2 0 0 0 0 1 ... 0 1 1 0 1 \n", - "1598 1 0 0 0 0 0 0 0 0 0 ... 1 1 2 0 1 \n", - "1599 0 0 0 0 1 0 0 0 1 0 ... 0 0 1 0 0 \n", - "\n", - " N95 M0P0 M1P0 M2P0 M3P0 \n", - "0 1 0 1 1 1 \n", - "1 0 1 1 1 1 \n", - "2 1 1 2 0 0 \n", - "3 0 0 0 1 1 \n", - "4 0 1 1 0 0 \n", - "... ... ... ... ... ... \n", - "1595 0 0 0 1 0 \n", - "1596 0 0 0 0 0 \n", - "1597 1 0 0 0 0 \n", - "1598 0 0 0 2 0 \n", - "1599 1 0 0 0 0 \n", - "\n", - "[1600 rows x 100 columns]\n", - "\n" - ] - } - ], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "X = df_1.drop(outcome_label_1, axis=1)\n", - "y = df_1[outcome_label_1]\n", - "\n", - "X_train_1, X_test_1, y_train_1, y_test_1 = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "columns = df_1.columns.values.tolist()\n", - "print(columns)\n", - "feature_names = X_train_1.columns\n", - "cat_feat_indexes = list(range(X_train_1.shape[1])) \n", - "X_train_1 = X_train_1.values\n", - "y_train_1 = y_train_1.values\n", - "X_test_1 = X_test_1.values\n", - "y_test_1 = y_test_1.values\n", - "print(X)\n", - "print(type(X))\n", - "ek = None" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [1, 0, 2], [1, 0, 2], [0, 1, 2], [2, 1, 0], [0, 2, 1], [0, 2, 1], [1, 0, 2], [1, 2, 0], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1], [1, 0, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [2, 0, 1], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 0, 1], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 0, 1], [0, 1, 2], [2, 1, 0], [1, 2, 0], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2]]\n", - "Average States: 2.99\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.797 0.958 0.0 0.012 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.028 0.734 0.0 0.018 0.01 0.011 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.036 0.005 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.874 1.921 0.001 0.026 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.065 1.545 0.0 0.04 0.021 0.022 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.092 0.011 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.862 2.913 0.001 0.041 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.108 2.373 0.0 0.063 0.032 0.033 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.156 0.016 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.909 3.861 0.002 0.059 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.16 3.119 0.0 0.091 0.046 0.045 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.237 0.022 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.902 4.817 0.002 0.077 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.217 3.864 0.0 0.119 0.061 0.057 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.323 0.029 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.918 5.78 0.002 0.094 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.276 4.61 0.0 0.148 0.075 0.069 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.412 0.035 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.925 6.776 0.002 0.115 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.34 5.367 0.0 0.18 0.091 0.081 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.512 0.042 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.916 7.832 0.003 0.137 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.412 6.158 0.0 0.216 0.109 0.093 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.623 0.05 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.92 8.881 0.003 0.158 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.484 6.945 0.0 0.25 0.126 0.106 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.733 0.057 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.924 9.9 0.003 0.178 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.554 7.711 0.0 0.283 0.142 0.118 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.838 0.064 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 268\n", - "Post-Cleaning Population Size: 268\n", - "Post-Subsumption Compaction Population Size: 214\n", - "6 rules subsumed with a specificity of 2\n", - "9 rules subsumed with a specificity of 3\n", - "21 rules subsumed with a specificity of 4\n", - "13 rules subsumed with a specificity of 5\n", - "4 rules subsumed with a specificity of 6\n", - "1 rules subsumed with a specificity of 7\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.8663215940255788, 34)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1724, 1196, 1828, 1935, 1624, 1807, 2042, 1567, 1980, 1849, 1118, 1160, 1973, 1844, 2000, 1862, 1601, 207, 1528, 1446, 1550, 1681, 2010, 1798, 1743, 1904, 1644, 1642, 1909, 1954, 1965, 1157, 223, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8663215940255788\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8663215940255788, 34)]\n", - "[(0.8663215940255788, 34), (0.9307302694399469, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [5, 2007, 636, 1724, 1993, 1844, 55, 1196, 885, 1964, 1954, 1822, 1994, 789, 1293, 503, 1807, 1800, 1926, 2059, 1823, 1890, 1339, 1727, 1773, 2061, 1606, 1637, 1157, 203, 2054, 1601, 805, 207, 209, 1318, 1580, 1563, 2010, 1624, 1963, 1590, 1929, 2022, 1850, 1980, 1928, 1681, 1660, 2053, 1395, 1811, 1552, 716, 2020, 1741, 2019, 1881, 1828, 1873, 2056, 2052, 2048, 1797, 1853, 1798, 1691, 1327, 1904, 780, 1567, 1213, 2000, 1611, 1975, 899, 1080, 1860, 1210, 1621, 1378]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9307302694399469\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8663215940255788, 34), (0.9307302694399469, 81)]\n", - "[(0.7209331858288215, 12), (0.8663215940255788, 34), (0.9307302694399469, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 1885, 1971, 1644, 2006, 1572, 1400, 1606, 1066, 1851, 1509, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7209331858288215\n", - "Coverage: 0.825\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.8663215940255788, 34), (0.9307302694399469, 81)]\n", - "[(0.7209331858288215, 12), (0.8663215940255788, 34), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 940, 1885, 1732, 1640, 1395, 2005, 1743, 1802, 1740, 1953, 716, 470, 1567, 1108, 805, 1926, 1975, 1727, 899, 1364, 1935, 885, 1606, 1160, 1850, 1797, 1388, 1559, 1868, 1583, 223, 1209, 1461, 2036, 1994, 1971, 1229, 1811, 1339, 2050, 1679, 2046, 1580, 823, 1965, 1839, 891, 1763, 512, 2018, 958, 1144, 1844, 1753, 2020, 2026, 1453, 2017, 1121, 1624, 1886, 1590, 2040, 1208, 1644, 1549, 1744, 1164, 2059, 1400, 1667, 1909, 1923, 1800, 1411, 1293, 1822, 2061, 203, 2006, 1911, 2019, 636, 1767, 1976, 209, 1964, 1807, 1745, 1937, 1065, 1655, 1980, 1954, 459, 1621, 1828, 1691, 1881, 1955, 2002, 1890]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9420739525103852\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 103\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.8663215940255788, 34), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1411, 1804, 1622, 1158, 1822, 519, 1767, 1681, 1854, 2004, 1644, 1615, 1066, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.823277872613736\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9144669201595197, 50), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [899, 223, 1196, 2017, 2056, 1160, 1973, 1667, 1550, 1909, 1881, 1981, 940, 2006, 1932, 1822, 506, 1797, 1453, 1911, 1614, 1938, 1977, 1644, 55, 789, 1844, 207, 512, 2004, 1767, 2008, 1552, 2065, 1966, 2048, 823, 1727, 1318, 1066, 1740, 1157, 1213, 1743, 2007, 1364, 1849, 1918, 885, 1567]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9144669201595197\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9144669201595197, 50), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9144669201595197, 50), (0.9225931000124549, 70), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1550, 1364, 1611, 1567, 2053, 1580, 1938, 1850, 2050, 1655, 1950, 1964, 1763, 1606, 1971, 1937, 1823, 1804, 2040, 940, 207, 2017, 1802, 2065, 789, 2005, 1640, 1975, 1860, 1839, 1849, 5, 1918, 1954, 2052, 1229, 891, 2015, 1681, 1886, 1455, 1679, 2054, 636, 1745, 1966, 209, 1549, 47, 1559, 1885, 1909, 2018, 1868, 1898, 1601, 1862, 1855, 2042, 1882, 1854, 718, 1210, 1955, 2022, 2061, 2046, 809, 1209, 885]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9225931000124549\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9144669201595197, 50), (0.9225931000124549, 70), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 2007, 1960, 1160, 1550, 1745, 718, 1938, 1642, 1453, 1164, 1890, 1676, 1388, 55, 1327, 1744, 2008, 1740, 1446, 1800, 1455, 1624, 1318, 1963, 1681, 2002, 1411, 1108, 899, 1994, 1935, 1667, 2015, 207, 2059, 1611, 2026, 1956, 1502, 1928, 1822, 1066, 1954, 1230, 1080, 2010, 1741, 1932, 2065, 47, 1509]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9253270619494529\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [809, 1400, 1890, 2036, 1975, 1681, 1210, 1532, 1918, 1740, 1965, 1885, 636, 1991, 2053, 1732, 1461, 1660, 1552, 2020, 1851, 1066, 1753, 1396, 1121, 1868, 1745, 1828, 1673, 1935, 2010, 1966, 506, 885, 1839, 1973, 1446, 1318, 2002, 1230, 1477, 1988, 1800, 1956, 1208, 718, 1954, 1882]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8799315715824254\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 0\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9307302694399469, 81), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1743, 1965, 1825, 2005, 1590, 1807, 1378, 1971, 2052, 1829, 1800, 2026, 1882, 2042, 1655, 1160, 1528, 1905, 1993, 1929, 1642, 1213, 1773, 1388, 1988, 1252, 1811, 1994, 2015, 1411, 47, 1732, 1640, 1622, 1860, 1318, 1904, 1644, 716, 1862, 636, 940, 1847, 1210, 1673, 718, 1339, 1853, 1144, 1539, 1293, 891, 1932, 1881, 1080, 1727, 1208, 2006, 1839, 43, 2007, 1873, 503, 1851, 1923, 223, 1236, 2053, 1937, 1976, 805, 1802, 2054, 1744, 1209, 1980, 1849, 1455, 1977, 1453, 1823, 809, 2059, 506, 1865, 789, 2065, 1676, 1157, 899, 1973, 1667, 1963, 1886, 1550, 1854, 2061, 1549, 2000, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9321051873234036\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 100\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [207, 1965, 2005, 1850, 1611, 1509, 940, 823, 1532, 1208, 1395, 885, 1160, 1210, 512, 223, 1926, 1981, 1676, 2052, 1567, 1743, 1865, 1935, 718, 2026, 1066, 2010, 1886, 1378, 1164, 1539, 5, 1622, 2048, 1823, 1606, 459, 55, 958, 1339, 1938, 1461, 1311, 1862, 1767, 1797, 1904, 1807, 1950, 1980, 1963, 1642, 1964, 1763, 1396, 2056, 1118, 2004]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9301502641161086\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2026, 1539, 2052, 1614, 506, 1911, 1741, 1881, 1621, 1767, 1327, 1980, 2036, 1339, 1744, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8374837293243366\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.8799315715824254, 48), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.9092407669257765, 46), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1567, 1973, 1829, 1642, 1236, 2018, 1388, 470, 1559, 1631, 2006, 718, 1210, 1177, 1881, 1080, 459, 1622, 1862, 1118, 1676, 1911, 1935, 1455, 940, 1847, 2028, 1890, 1909, 1364, 1804, 1741, 1160, 1956, 2019, 2007, 1655, 956, 1811, 789, 2031, 1953, 1798, 1411, 1797, 1552]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9092407669257765\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7209331858288215, 12), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.9092407669257765, 46), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.9092407669257765, 46), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1890, 506, 2015, 1667, 1881, 1971, 1065, 1955, 1209, 1455, 2059]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7402528578999167\n", - "Coverage: 0.79921875\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.9092407669257765, 46), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.9092407669257765, 46), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1963, 1411, 1800, 1621, 1965, 636, 1740, 1655, 1853, 209, 1453, 1964, 2028, 2036, 1667, 1509, 2065, 656, 780, 1213, 1797, 1743, 1549, 1461, 1860, 43, 459, 1811, 1937, 1935, 2006, 1971, 2052, 1763, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8961192149047936\n", - "Coverage: 0.9875\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.9092407669257765, 46), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1108, 1378, 1549, 1446, 1744, 1886, 1676, 1953, 1572, 958, 1932, 1973, 1911, 1066, 1928, 2055, 636, 1885, 2022, 2046, 1209, 1966, 1898, 1563, 1804, 1611, 2050, 1642, 1822, 1157, 5, 2056, 1121, 43, 1311, 207, 2052, 1976, 2000, 1455, 1850, 716, 1583, 223, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.911222553537544\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8577436205519697, 24), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1964, 1954, 1811, 899, 1453, 1980, 1991, 1396, 958, 1862, 1905, 636, 940, 1960, 1642, 716, 519, 1378, 780, 1118, 885, 1209, 1676, 1411]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8577436205519697\n", - "Coverage: 0.94453125\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8577436205519697, 24), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9307302694399469, 81), (0.9321051873234036, 100), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8577436205519697, 24), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1926, 1937, 1293, 1807, 1851, 940, 1157, 1839, 1453, 1882, 1829, 1477, 1860, 1977, 1797, 1590, 1121, 1727, 1804, 1532, 1732, 1339, 1966, 1388, 2010, 2002, 2015, 2006, 2012, 1642, 1868, 1745, 2061, 1550, 2019, 1252, 1964, 1822, 1850, 1455, 2018, 1572, 2050, 1208, 1994, 512, 1955, 1229, 1559, 2017, 1567, 1743, 2020, 1753, 1960, 1563, 1886, 718, 207, 2000, 1741, 1509, 1881, 1667, 1624, 891, 809, 1236, 1378, 1965, 1767, 958, 2026, 1932, 2046, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9323469579636563\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8577436205519697, 24), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [459, 1865, 1614, 1844, 1411, 1550, 1453, 1118, 1862, 805, 1993, 1767, 1164, 1926, 1590, 2018, 1963, 1909, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8627170135709035\n", - "Coverage: 0.953125\n", - "Birth Iteration: 0\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8663215940255788, 34), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 1965, 1745, 1973, 1955, 1144, 1811, 1847, 1971, 1923, 2012, 1981, 1679, 809, 891, 1868, 1911, 2007, 2053, 1691, 1157, 1950, 1918, 1364, 1660, 1885, 1158, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8839268924657919\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 0\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7402528578999167, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7818300816403283, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1559, 1455, 1606, 1601, 1744, 1655, 718, 1954, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7818300816403283\n", - "Coverage: 0.8859375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7818300816403283, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7818300816403283, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1905, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1614, 1950, 203, 1823, 1196, 2002, 1160, 2010, 1977, 1811, 1164, 1213, 958, 1855, 2046, 1973, 2040, 1230, 1927, 1080, 1461, 1158, 1991, 716, 1532, 1681, 1850, 2056, 1209, 1550, 1829, 1640, 1929, 1065, 1590]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9127855152523083\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7818300816403283, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.6439683109512331, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1853, 1615, 885, 1839, 1461, 1673, 1909, 1798, 1177]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6439683109512331\n", - "Coverage: 0.73046875\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6439683109512331, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8374837293243366, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.6439683109512331, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2048, 1461, 1396, 1673, 1065, 899, 1210, 1850, 1811, 1926, 1825, 1640, 512, 1311, 1938, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8468566153575641\n", - "Coverage: 0.90703125\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.6439683109512331, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1455, 1606, 1601, 1744, 1655, 718, 1954, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7810351690807099\n", - "Coverage: 0.8859375\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.8961192149047936, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.9031928377279421, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 1622, 1822, 519, 1767, 1681, 1854, 2004, 1615, 1066, 1388, 5, 207, 223, 636, 716, 718, 1108, 1378, 1455, 1549, 1563, 1572, 1611, 1642, 1885, 1911, 1932, 1966, 2000, 2022, 2050, 1539, 1550, 1950, 1973]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9031928377279421\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.9031928377279421, 36), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.9031928377279421, 36), (0.9050512968919041, 40), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2048, 1396, 1673, 1065, 1210, 1850, 1811, 1640, 512, 1311, 1938, 1905, 5, 223, 636, 718, 958, 1209, 1378, 1455, 1549, 1563, 1572, 1611, 1744, 1885, 1886, 1911, 1928, 1932, 1953, 1973, 1976, 2000, 2022, 2046, 2050, 2055, 2017, 1763]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9050512968919041\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8839268924657919, 28), (0.9031928377279421, 36), (0.9050512968919041, 40), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9031928377279421, 36), (0.9050512968919041, 40), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1108, 1446, 1676, 1066, 1966, 1898, 1804, 1642, 1157, 2056, 1121, 43, 1311, 207, 2052, 1850, 1583, 899, 1461, 1825, 1926, 1549, 2010]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8714341883222338\n", - "Coverage: 0.95703125\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9031928377279421, 36), (0.9050512968919041, 40), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9050512968919041, 40), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1559, 1606, 1601, 1655, 1954, 207, 459, 940, 1208, 1378, 1395, 1509, 1539, 1567, 1622, 1743, 1797, 1807, 1850, 1865, 1904, 1926, 1935, 1980, 2010, 2026, 2048, 2052, 2056, 1108, 1667, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9019363630369323\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9050512968919041, 40), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1965, 2005, 1611, 823, 1532, 885, 1160, 1210, 512, 223, 1981, 718, 1066, 1886, 1164, 1823, 1606, 55, 958, 1339, 1938, 1461, 1311, 1862, 1767, 1950, 1963, 1642, 1964, 1763, 1396, 1118, 2004, 956, 1455, 1744, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9099123520375892\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.911222553537544, 45), (0.9127855152523083, 49), (0.9144669201595197, 50), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.911222553537544, 45), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1378, 1744, 1886, 1676, 958, 1973, 1911, 1066, 1928, 2055, 2022, 2046, 1209, 1804, 1611, 5, 2056, 1311, 207, 2052, 2000, 1850, 1583, 223, 718, 512, 823, 1160, 1208, 1210, 1567, 1743, 1763, 1767, 1807, 1926, 1935, 1938, 1950, 1963, 1980, 2004, 2010, 2026, 2048, 636, 1502, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9208689578708554\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8839268924657919, 28), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.911222553537544, 45), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.911222553537544, 45), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1559, 1455, 1601, 1744, 1954, 2007, 47, 207, 899, 1066, 1108, 1160, 1164, 1230, 1502, 1550, 1611, 1624, 1745, 1800, 1890, 1935, 1960, 2008, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8979239472598106\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.911222553537544, 45), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1293, 1807, 1851, 1839, 1882, 1829, 1477, 1797, 1590, 1804, 1339, 1966, 1388, 2010, 2002, 2012, 2061, 1550, 2019, 1252, 1822, 1455, 512, 1955, 1559, 1567, 1753, 1886, 718, 207, 2000, 1624, 1965, 1767, 2026, 1932, 1963, 519, 1622, 1988]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9166904774115401\n", - "Coverage: 0.990625\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1885, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416710014432974\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1926, 1937, 1293, 1807, 1851, 940, 1157, 1839, 1453, 1882, 1829, 1477, 1860, 1977, 1797, 1590, 1121, 1727, 1804, 1532, 1732, 1339, 1966, 1388, 2010, 2002, 2015, 2006, 2012, 1642, 1868, 1745, 2061, 1550, 2019, 1252, 1964, 1822, 1850, 1455, 2018, 1572, 2050, 1208, 1994, 512, 1955, 1559, 2017, 1567, 1743, 2020, 1753, 1960, 1563, 1886, 718, 207, 2000, 1741, 1509, 1881, 1667, 1624, 891, 809, 1236, 1378, 1965, 1767, 958, 2026, 1932, 2046, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9315789088085104\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1559, 1455, 1606, 1601, 1744, 1655, 718, 1954, 2007, 1411, 1158, 1767, 519, 1066, 1804, 1644, 1388, 1615, 1822, 1681, 2004, 1622, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8867255707862918\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 0\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8468566153575641, 16), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 1622, 519, 1767, 1681, 1854, 1066, 1388, 718, 956, 1455, 1601, 1655, 1954, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8564810405417616\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9208689578708554, 48), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1853, 1839, 1461, 1673, 1909, 1798, 1177, 207, 512, 891, 940, 1121, 1208, 1229, 1252, 1378, 1453, 1509, 1532, 1550, 1590, 1624, 1667, 1727, 1732, 1741, 1743, 1767, 1807, 1822, 1850, 1881, 1882, 1886, 1937, 1963, 1965, 2006, 2010, 2015, 2018, 2020, 2026, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9222548653288691\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 0\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9019363630369323, 33), (0.9031928377279421, 36), (0.9099123520375892, 37), (0.9166904774115401, 40), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1606, 1744, 718, 1954, 2007, 55, 207, 1066, 1080, 1160, 1164, 1230, 1327, 1388, 1446, 1509, 1611, 1745, 1800, 1890, 1932, 1935, 1994, 2002, 2008, 2026, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9175928435890486\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9260951111045987, 57), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [940, 1732, 1395, 2005, 1802, 1953, 716, 470, 1567, 1926, 899, 1935, 1160, 1797, 1388, 1583, 1229, 2046, 1580, 823, 1839, 891, 1763, 958, 1144, 1844, 1453, 2017, 1121, 1590, 1644, 1549, 1164, 1411, 1822, 636, 1767, 209, 1964, 1980, 1954, 459, 1621, 1828, 1881, 1955, 2002, 1890, 519, 1066, 1158, 1854, 1339, 43, 2008, 506, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9260951111045987\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8627170135709035, 19), (0.8714341883222338, 23), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9260951111045987, 57), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9260951111045987, 57), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1601, 1744, 1655, 718, 1954, 512, 1065, 1210, 1311, 1396, 1673, 1811, 1850, 1905, 1938, 2048, 203]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8732499102518079\n", - "Coverage: 0.9515625\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9260951111045987, 57), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9260951111045987, 57), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 519, 1364, 512, 1400, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7460370373083846\n", - "Coverage: 0.8359375\n", - "Birth Iteration: 0\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9260951111045987, 57), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9278461166506707, 56), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1411, 1804, 1158, 1822, 1767, 1681, 2004, 1644, 1388, 203, 223, 459, 805, 823, 885, 940, 958, 1108, 1144, 1164, 1229, 1364, 1453, 1549, 1583, 1590, 1606, 1667, 1727, 1732, 1740, 1744, 1797, 1807, 1811, 1828, 1847, 1868, 1885, 1890, 1909, 1911, 1926, 1954, 1976, 2005, 2017, 2026, 2040, 2046, 2050, 2059, 2061, 1964, 470, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9278461166506707\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9253270619494529, 52), (0.9278461166506707, 56), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9253270619494529, 52), (0.9278461166506707, 56), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1926, 1937, 1807, 940, 1157, 1453, 1829, 1860, 1977, 1797, 1121, 1804, 1966, 1388, 2010, 2002, 2006, 1642, 1868, 2019, 1964, 1850, 1455, 2050, 1208, 512, 1567, 1743, 1753, 1960, 718, 207, 1509, 1881, 1667, 891, 1965, 1767, 2026, 1932, 2046, 1963, 636, 1411, 1763, 1811, 1935, 2036, 2052, 2015]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9229423242705975\n", - "Coverage: 0.99375\n", - "Birth Iteration: 0\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9253270619494529, 52), (0.9278461166506707, 56), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9253270619494529, 52), (0.9278461166506707, 56), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1965, 1745, 1144, 1847, 1923, 891, 1868, 1911, 2007, 1691, 1918, 1364, 718, 1601, 1606, 1655, 1744, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8765797513425597\n", - "Coverage: 0.98125\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9253270619494529, 52), (0.9278461166506707, 56), (0.9301502641161086, 59), (0.9315789088085104, 75), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2007, 1160, 1550, 718, 1938, 1642, 1164, 1676, 1388, 55, 1327, 1744, 1740, 1800, 1455, 1963, 1411, 899, 1935, 1667, 207, 1611, 2026, 1956, 1502, 1928, 1822, 1066, 1954, 1230, 2010, 1932, 2065, 1509, 223, 459, 512, 823, 885, 940, 1378, 1539, 1567, 1823, 1886, 1904, 1965, 1980, 1981, 2004, 2048, 2015]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9322932311547112\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 2007, 1960, 1160, 1550, 1745, 1938, 1642, 1453, 1164, 1890, 1676, 1388, 55, 1327, 1744, 2008, 1740, 1446, 1800, 1455, 1624, 1318, 1963, 1681, 2002, 1411, 1108, 899, 1994, 1935, 1667, 2015, 207, 2059, 1611, 2026, 1956, 1502, 1928, 1822, 1066, 1954, 1230, 1080, 2010, 1932, 2065, 47, 1509, 780]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9246396030077244\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1926, 1937, 1293, 1807, 1851, 940, 1157, 1839, 1453, 1882, 1829, 1477, 1860, 1977, 1797, 1590, 1121, 1727, 1804, 1532, 1732, 1339, 1966, 1388, 2002, 2015, 2006, 2012, 1642, 1868, 1745, 2061, 1550, 2019, 1252, 1964, 1822, 1850, 1455, 2018, 1572, 2050, 1208, 1994, 512, 1955, 1229, 1559, 2017, 1567, 1743, 2020, 1753, 1960, 1563, 1886, 718, 207, 2000, 1509, 1881, 1667, 1624, 891, 809, 1236, 1378, 1965, 1767, 958, 2026, 1932, 2046, 1963, 1740, 459, 2053]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9330612803098571\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.918441482957612, 44), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 1965, 1955, 1144, 1811, 1847, 1923, 1981, 1679, 1950, 1918, 1158, 1318, 55, 223, 459, 823, 885, 940, 958, 1066, 1118, 1210, 1378, 1532, 1567, 1606, 1611, 1622, 1676, 1763, 1797, 1807, 1850, 1865, 1904, 1926, 1938, 1964, 1980, 2010, 2026, 2056, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.918441482957612\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 0\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.918441482957612, 44), (0.9222548653288691, 45), (0.9229423242705975, 50), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9230766412929601, 41), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1839, 1461, 1798, 512, 940, 1121, 1208, 1378, 1532, 1590, 1667, 1732, 1741, 1807, 1850, 1886, 1965, 2010, 2018, 2026, 1655, 55, 885, 1118, 1144, 1158, 1318, 1567, 1606, 1622, 1847, 1855, 1865, 1904, 1918, 1926, 1938, 1950, 1964, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9230766412929601\n", - "Coverage: 0.996875\n", - "Birth Iteration: 1\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9230766412929601, 41), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1606, 1744, 718, 1954, 2007, 55, 207, 1066, 1080, 1160, 1164, 1230, 1327, 1388, 1446, 1509, 1611, 1745, 1800, 1890, 1932, 1935, 1994, 2002, 2008, 2026, 2065, 1601, 1411, 1158, 519, 1767, 1655, 1804, 1644, 1455, 1854, 1681, 1615, 2004, 1622, 1559, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9237103734257435\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9192363955172305, 40), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2007, 1160, 718, 1938, 1642, 1164, 1388, 55, 1327, 1744, 1800, 1963, 1411, 1935, 207, 1611, 2026, 1502, 1928, 1066, 1954, 1230, 2010, 1932, 2065, 1509, 223, 1378, 1567, 1886, 1965, 1980, 1981, 2004, 1446, 1923, 1994, 2002, 2008, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9192363955172305\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9192363955172305, 40), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.9246396030077244, 51), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9192363955172305, 40), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2007, 1550, 1938, 1642, 1164, 55, 1800, 1963, 899, 1667, 207, 1611, 2026, 1502, 1928, 1822, 1066, 1954, 2010, 1932, 1509, 459, 512, 823, 885, 940, 1378, 1539, 1567, 1823, 1886, 1965, 1980, 1981, 2015, 1208, 1229, 1252, 1461, 1673, 1727, 1732, 1741, 1767, 1881, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.928318668356619\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9192363955172305, 40), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8794211668974478, 24), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9192363955172305, 40), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1559, 1455, 1606, 1601, 1744, 1655, 718, 1954, 1411, 1158, 1767, 519, 1066, 1804, 1644, 1388, 1615, 1822, 1681, 2004, 1622, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8794211668974478\n", - "Coverage: 0.9875\n", - "Birth Iteration: 1\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8794211668974478, 24), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9192363955172305, 40), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8794211668974478, 24), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1937, 1797, 1121, 1804, 1966, 1388, 2006, 1642, 1868, 2019, 1964, 1455, 1208, 1567, 1743, 718, 1509, 891, 1965, 1767, 1963, 1763, 2036, 2052, 2015, 1144, 1364, 1601, 1655, 1691, 1744, 1745, 1847, 1911, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9220130946886165\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8794211668974478, 24), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 1622, 519, 1767, 1681, 1854, 1066, 1388, 718, 956, 1455, 1601, 1655, 1954, 2007, 1411, 1559, 1644, 1744, 1822, 1923, 2004]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8835190571433456\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8180736985291065, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1655, 1954, 1158, 519, 1388, 1615, 1822, 2004, 512, 1364, 1926]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8180736985291065\n", - "Coverage: 0.8828125\n", - "Birth Iteration: 1\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8180736985291065, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8765797513425597, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8180736985291065, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1411, 1158, 1822, 1681, 1066, 47, 207, 899, 1108, 1160, 1164, 1230, 1455, 1559, 1601, 1744, 1923, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8793674400885028\n", - "Coverage: 0.971875\n", - "Birth Iteration: 1\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8180736985291065, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8180736985291065, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1606, 1744, 718, 1954, 2007, 55, 1066, 1080, 1160, 1164, 1327, 1388, 1446, 1509, 1611, 1745, 1800, 1890, 1932, 1935, 1994, 2002, 2008, 2026, 2065, 1528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9110833522598228\n", - "Coverage: 0.996875\n", - "Birth Iteration: 1\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8180736985291065, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8189492013021424, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1868, 1691, 1918, 1364, 1606, 1655, 1744, 1954, 43, 512, 519, 1400]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8189492013021424\n", - "Coverage: 0.94296875\n", - "Birth Iteration: 1\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8189492013021424, 12), (0.823277872613736, 14), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1364, 1655, 718, 891, 1144, 1601, 1745, 1847, 1911, 1923, 1965, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8491387836738881\n", - "Coverage: 0.9515625\n", - "Birth Iteration: 1\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.7818300816403283, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 519, 1364, 512, 1655, 718, 1144, 1606, 1744, 1847, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8213339389809977\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 1\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7810351690807099, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 1622, 519, 1681, 1388, 956, 1455, 1601, 1655, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8137120584938422\n", - "Coverage: 0.87890625\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1559, 1455, 1601, 1744, 1954, 2007, 47, 207, 899, 1066, 1108, 1160, 1164, 1230, 1502, 1550, 1611, 1624, 1745, 1800, 1890, 1935, 1960, 2008, 2065, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8987188598194291\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 1\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9323469579636563, 76), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9329269632874946, 67), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 1885, 1732, 1395, 1802, 1740, 1953, 470, 1108, 805, 1975, 899, 1364, 1935, 1606, 1160, 1850, 1388, 1209, 1461, 1994, 1229, 1339, 1679, 2046, 1580, 1839, 2018, 1144, 2020, 1121, 1624, 1886, 1590, 1208, 1549, 1744, 1164, 1923, 1800, 203, 2006, 1911, 1767, 1964, 1807, 1745, 1065, 1655, 1980, 1954, 1828, 1881, 1955, 2002, 1890, 47, 1066, 1230, 1550, 1601, 1611, 1960, 2007, 2008, 2065, 1849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9329269632874946\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9329269632874946, 67), (0.9330612803098571, 77), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9329269632874946, 67), (0.9330612803098571, 77), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 1732, 1640, 1740, 470, 1567, 1108, 1926, 1727, 899, 1935, 885, 1160, 1850, 1797, 1388, 1559, 1583, 1209, 1461, 1994, 1971, 1811, 1339, 1679, 823, 1965, 891, 2018, 1844, 2020, 2026, 1453, 1624, 1886, 2040, 1208, 1744, 1164, 2059, 1667, 1909, 1923, 1800, 1411, 1293, 1822, 2061, 1976, 1964, 1807, 1745, 1655, 1954, 1828, 1691, 1881, 2002, 1890, 47, 55, 780, 1066, 1318, 1327, 1446, 1502, 1509, 1550, 1611, 1676, 1932, 1938, 1956, 1960, 1963, 2007, 2065, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348660126648742\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9329269632874946, 67), (0.9330612803098571, 77), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9329269632874946, 67), (0.9334105045679999, 75), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1160, 1745, 1642, 1453, 1164, 1890, 1388, 1744, 2008, 1800, 1455, 1624, 1681, 2002, 1411, 1108, 899, 1994, 1935, 1667, 2015, 207, 2059, 2026, 1928, 1822, 1954, 1230, 2010, 203, 209, 223, 459, 512, 636, 716, 805, 940, 958, 1065, 1121, 1144, 1229, 1364, 1395, 1400, 1549, 1580, 1590, 1606, 1621, 1644, 1743, 1763, 1767, 1802, 1839, 1868, 1885, 1911, 1937, 1953, 1955, 1975, 1980, 2005, 2006, 2017, 2019, 2036, 2046, 2050, 789, 956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9334105045679999\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 1\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9329269632874946, 67), (0.9334105045679999, 75), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 512, 1966, 1937, 1252, 940, 823, 1311, 1950, 1196, 2002, 1160, 1811, 1164, 1213, 1855, 2046, 2040, 1080, 1461, 1158, 1532, 1681, 1850, 1209, 1590, 636, 891, 1144, 1208, 1293, 1339, 1400, 1411, 1583, 1606, 1655, 1727, 1732, 1744, 1745, 1807, 1839, 1868, 1881, 1885, 1909, 1953, 1965, 1980, 2006, 2018, 2020, 2050, 1621, 1691, 1177, 1229, 1378, 1624, 1741, 1797, 1882, 1886, 2010, 1873]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9344361981933139\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8564810405417616, 15), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1622, 519, 1767, 1681, 718, 1655, 1954, 2007, 891, 1606, 1691, 1744, 1911, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8655852925302641\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 1\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8835190571433456, 22), (0.8867255707862918, 25), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 1158, 1854, 2004, 1066, 1388, 55, 207, 1080, 1230, 1327, 1446, 1611, 1744, 1800, 1890, 1923, 1954, 1994, 2002, 2026, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8937723302049678\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 79), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1327, 1388, 1446, 1611, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 716, 805, 823, 940, 958, 1065, 1108, 1121, 1144, 1229, 1293, 1411, 1453, 1461, 1549, 1580, 1583, 1621, 1640, 1655, 1667, 1727, 1740, 1753, 1763, 1767, 1807, 1811, 1822, 1828, 1839, 1847, 1881, 1886, 1909, 1926, 1953, 1955, 1964, 1965, 1975, 1980, 2019, 2059, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.936348384166221\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8979239472598106, 26), (0.8987188598194291, 27), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1767, 718, 1655, 1954, 891, 1691, 1744, 1911, 1144, 1208, 1364, 1455, 1509, 1601, 1743, 1745, 1804, 1847, 1868, 1963, 1965, 2006, 2015, 2019, 2052]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9065446579678078\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1937, 1797, 1121, 1966, 1388, 1642, 1964, 1567, 718, 891, 1767, 1763, 2036, 1655, 1691, 1744, 1911, 1954, 1606, 1622, 1681, 1923, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8998361332327176\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 2\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [940, 1395, 1740, 1953, 1108, 805, 899, 1935, 885, 1160, 1583, 223, 1461, 2036, 1971, 1229, 1811, 2050, 2046, 1965, 1839, 891, 1763, 1144, 1844, 2026, 1624, 1886, 2040, 1549, 1923, 1800, 1293, 2061, 1911, 2019, 1767, 209, 1807, 1745, 1937, 1065, 1655, 1980, 1954, 1881, 1955, 1963, 1882, 1446, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9299084934758559\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 940, 1885, 1740, 716, 470, 805, 1926, 899, 1364, 1935, 1606, 1160, 1388, 1583, 223, 2036, 1994, 1229, 1811, 1339, 2046, 1580, 512, 2018, 958, 1144, 2026, 1121, 1886, 2040, 1549, 1744, 1164, 1400, 1909, 1923, 1800, 1411, 1822, 2061, 2006, 1911, 1807, 1745, 1937, 1655, 1954, 1828, 1691, 1955, 2002, 1890, 1956, 503, 55, 956, 1066, 1080, 1932, 2007, 2008, 885, 1158, 2020, 1177, 209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348660126648742\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8491387836738881, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 1923, 2007, 519, 1681, 1691, 1744, 1763]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8603860027009932\n", - "Coverage: 0.96484375\n", - "Birth Iteration: 2\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 55, 207, 1066, 1160, 1164, 1230, 1327, 1388, 1611, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 223, 459, 470, 503, 636, 716, 805, 823, 891, 940, 958, 1065, 1108, 1144, 1229, 1293, 1339, 1364, 1549, 1559, 1567, 1583, 1644, 1655, 1732, 1743, 1753, 1763, 1767, 1802, 1811, 1822, 1828, 1839, 1844, 1868, 1886, 1953, 1956, 1964, 1965, 1976, 2006, 2019, 2050, 2061, 43]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9365095645930561\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1622, 1681, 718, 1655, 1954, 1606, 1744, 1911, 55, 512, 940, 1118, 1121, 1378, 1461, 1567, 1667, 1732, 1741, 1807, 1839, 1847, 1855, 1886, 1904, 1918, 1926, 1950, 2018, 2012, 1828, 1528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9191020784948678\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8732499102518079, 17), (0.8793674400885028, 18), (0.8937723302049678, 22), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1158, 1822, 1681, 1066, 207, 899, 1108, 1164, 1230, 1559, 1601, 1744, 1923, 718, 891, 1655, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8959152972435704\n", - "Coverage: 0.9671875\n", - "Birth Iteration: 2\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8998361332327176, 23), (0.9065446579678078, 26), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.9077046686154846, 22), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1364, 1655, 718, 891, 1144, 1601, 1745, 1847, 1911, 1923, 1965, 1208, 1455, 1509, 1642, 1744, 1797, 1868, 2015, 2019, 1196, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9077046686154846\n", - "Coverage: 0.984375\n", - "Birth Iteration: 2\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.9077046686154846, 22), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1744, 718, 1954, 207, 1066, 1080, 1160, 1164, 1611, 1935, 2008, 203, 512, 1396, 1673, 1850, 1905, 2010, 789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8959531502225999\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 2\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9110833522598228, 28), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1601, 1744, 1655, 718, 1954, 1065, 1210, 1311, 1811, 1938, 2048, 55, 1230, 1327, 1388, 1446, 1509, 1606, 1745, 1800, 1890, 1932, 2002, 2007, 2026, 2065, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9167173408160125\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 2\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9230766412929601, 41), (0.9237103734257435, 45), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1839, 1461, 1798, 512, 940, 1121, 1208, 1378, 1532, 1590, 1667, 1732, 1741, 1807, 1850, 1886, 1965, 2010, 2018, 2026, 1655, 55, 885, 1118, 1144, 1158, 1318, 1567, 1606, 1622, 1847, 1855, 1865, 1904, 1918, 1926, 1938, 1950, 1964, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9278461166506707\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9344361981933139, 66), (0.9348660126648742, 67), (0.936348384166221, 68), (0.9365095645930561, 69), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 716, 805, 823, 940, 958, 1121, 1144, 1229, 1411, 1549, 1580, 1583, 1640, 1655, 1727, 1740, 1753, 1807, 1811, 1822, 1828, 1847, 1886, 1909, 1926, 1955, 1965, 1980, 2059, 1660, 223, 885, 899, 1177, 1691, 1911, 1937, 2006, 2018, 2046, 1862, 503]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9377770288586228\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 519, 1681, 1601, 1655, 512, 43, 1364, 1400]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7929100149214001\n", - "Coverage: 0.86875\n", - "Birth Iteration: 3\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 1923, 2007, 519, 1681, 1691, 1744, 1763, 1606, 1767, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8660309808317399\n", - "Coverage: 0.9671875\n", - "Birth Iteration: 3\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1550, 718, 1164, 1388, 1744, 1740, 1455, 1411, 899, 1667, 1611, 1956, 1502, 1928, 1822, 1954, 1230, 2010, 1932, 2065, 223, 459, 512, 885, 1378, 1567, 1823, 1886, 1904, 1981, 2004, 2048, 519, 1364, 1606, 1847, 1926, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.922808007248235\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1839, 1461, 1798, 940, 1121, 1208, 1532, 1590, 1732, 1807, 1850, 1965, 2026, 1655, 1118, 1144, 1318, 1567, 1622, 1847, 1855, 1865, 1904, 1926, 1964, 2002, 718, 1388, 1455, 1509, 1601, 1743, 1763, 1804, 1868, 1911, 1963, 2036, 2052]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9233880125720733\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1807, 1839, 1868, 1881, 1885, 1909, 1911, 1935, 1954, 1955, 1965, 1976, 1980, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1396, 1963, 1918]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9400543129195881\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9377770288586228, 62), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [940, 1740, 805, 899, 1935, 885, 1160, 1583, 223, 1229, 1811, 2050, 2046, 1839, 1763, 1144, 1844, 2026, 1886, 2040, 1549, 1923, 1800, 1293, 2061, 1911, 2019, 209, 1807, 1745, 1937, 1065, 1655, 1954, 1955, 1882, 1446, 512, 716, 1164, 1177, 1364, 1411, 1580, 1691, 1828, 1885, 1890, 1994, 2006, 2018, 1676, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342750177664789\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 3\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9420739525103852, 103)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1804, 1622, 519, 1681, 1388, 956, 1455, 1601, 1655, 512, 2050, 2056, 1549, 1293, 1807, 1811, 1559, 1567, 1311, 1318, 1583, 1839, 1590, 823, 1080, 1850, 1339, 1855, 1606, 1868, 1108, 1621, 1364, 1881, 1885, 1890, 1640, 1644, 1909, 1144, 1911, 1400, 891, 636, 1411, 1158, 1927, 1160, 1673, 1164, 1932, 1935, 1937, 1691, 1950, 1953, 1954, 1955, 1196, 940, 1965, 1966, 1461, 1208, 1209, 1976, 1977, 1980, 1213, 958, 1727, 1732, 203, 716, 1740, 1230, 1744, 209, 1745, 2002, 2005, 2006, 1753, 223, 2017, 2018, 1763, 1252, 2020, 2040, 1532, 2046]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9423853237894984\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 92\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 940, 1885, 1740, 716, 470, 805, 1926, 899, 1364, 1935, 1606, 1160, 1388, 1583, 223, 2036, 1994, 1229, 1811, 1339, 2046, 1580, 512, 2018, 958, 1144, 2026, 1121, 1886, 2040, 1549, 1744, 1164, 1400, 1909, 1923, 1800, 1411, 1822, 2061, 2006, 1911, 1807, 1745, 1937, 1655, 1954, 1828, 1691, 1955, 2002, 1890, 1956, 503, 55, 956, 1066, 1080, 1932, 2007, 2008, 885, 1158, 2020, 1177, 209, 1601, 1965, 1230, 207, 718, 1681, 1108, 1559, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387062584406038\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9220130946886165, 35), (0.922808007248235, 38), (0.9233880125720733, 40), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 940, 1740, 470, 899, 1364, 1388, 1583, 2036, 1811, 1339, 2018, 1886, 1744, 1164, 1909, 1923, 1822, 1911, 1655, 1691, 1955, 2002, 503, 55, 956, 1066, 1158, 1177, 207, 718, 891, 1601, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9238715538525786\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 3\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1601, 1744, 1655, 1954, 1065, 1210, 1311, 1811, 1938, 2048, 55, 1230, 1327, 1388, 1446, 1509, 1606, 1745, 1800, 1890, 1932, 2002, 2007, 2026, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9152081059101932\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9197626740321238, 33), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1622, 1681, 718, 1655, 1606, 1744, 1911, 55, 512, 940, 1118, 1121, 1378, 1461, 1567, 1667, 1732, 1741, 1807, 1839, 1847, 1855, 1886, 1904, 1918, 1926, 1950, 2018, 2012, 1828, 1528, 1882, 1453]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9197626740321238\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9167173408160125, 27), (0.9175928435890486, 29), (0.9191020784948678, 32), (0.9197626740321238, 33), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1822, 1681, 899, 1164, 1601, 1744, 1923, 718, 891, 1655, 1965, 55, 940, 1118, 1121, 1528, 1667, 1732, 1807, 1839, 1847, 1855, 1904, 1911, 2012, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9201546355246546\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.928318668356619, 46), (0.9299084934758559, 51), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 55, 1066, 1230, 1327, 1388, 1611, 1745, 1800, 1890, 1994, 2002, 2026, 2065, 459, 470, 503, 716, 823, 891, 940, 1065, 1229, 1293, 1655, 1763, 1802, 1811, 1886, 1953, 1956, 2019, 2050, 718, 1210, 1311, 1509, 1601, 1932, 1938, 2015, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9299622202848009\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92)]\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 940, 1885, 1732, 1640, 1395, 2005, 1743, 1802, 1740, 1953, 716, 470, 1567, 1108, 805, 1926, 1975, 1727, 899, 1364, 1935, 885, 1606, 1160, 1850, 1388, 1559, 1868, 1583, 223, 1209, 1461, 2036, 1994, 1971, 1229, 1811, 1339, 2050, 1679, 2046, 1580, 823, 1965, 1839, 891, 1763, 512, 2018, 958, 1144, 1844, 1753, 2020, 2026, 1453, 2017, 1121, 1624, 1886, 1590, 2040, 1208, 1549, 1744, 1164, 2059, 1400, 1667, 1909, 1923, 1800, 1411, 1293, 1822, 2061, 203, 2006, 1911, 2019, 636, 1767, 1976, 209, 1964, 1807, 1745, 1937, 1065, 1655, 1980, 1954, 459, 1621, 1828, 1691, 1881, 1955, 2002, 1890, 1898, 1318, 1973, 1066]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942842001665531\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 105\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 519, 1364, 512, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7380879117122001\n", - "Coverage: 0.834375\n", - "Birth Iteration: 3\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9322932311547112, 52), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1446, 1611, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 940, 1121, 1144, 1411, 1549, 1580, 1640, 1667, 1727, 1740, 1767, 1811, 1822, 1828, 1881, 1886, 1909, 1955, 1964, 1965, 1980, 1660, 55, 956, 1066, 1509, 636, 1158]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9335716849948349\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1364, 1655, 891, 1144, 1601, 1745, 1847, 1911, 1965, 1642, 1744, 1797, 2019, 1196, 2048, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8926660463662361\n", - "Coverage: 0.965625\n", - "Birth Iteration: 3\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 512, 1966, 1937, 823, 1950, 2002, 1855, 2046, 2040, 1681, 636, 1144, 1208, 1293, 1400, 1655, 1732, 1744, 1745, 1839, 1868, 1885, 1909, 1953, 1965, 2020, 2050, 1621, 1624, 1741, 1797, 1882, 1886, 1873, 43, 1364]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9262294281269614\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 3\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9377770288586228, 62), (0.9387062584406038, 76), (0.9400543129195881, 85), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 1923, 2007, 1681, 1691, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1885, 1886, 1926, 1937, 1954, 1965, 1971, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410372693105141\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1622, 519, 1767, 1681, 718, 1655, 1954, 2007, 891, 1606, 1691, 1744, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8632005548514088\n", - "Coverage: 0.98125\n", - "Birth Iteration: 4\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 1923, 2007, 1681, 1691, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1885, 1886, 1926, 1937, 1954, 1965, 1971, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 1993, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9361334769304408\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8603860027009932, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1364, 1655, 1144, 1744, 1847, 891, 1196, 1642, 1911, 1965, 43]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8615460133486699\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 4\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8959531502225999, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8963072587361013, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [470, 899, 1364, 1388, 2036, 1339, 2018, 1886, 1744, 1909, 1923, 1822, 1911, 1655, 1955, 503, 1066, 891, 1601, 43, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8963072587361013\n", - "Coverage: 0.990625\n", - "Birth Iteration: 4\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.8963072587361013, 21), (0.9077046686154846, 22), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1164, 1601, 1744, 1923, 718, 891, 1655, 1965, 55, 940, 1118, 1121, 1528, 1847, 1855, 1911, 519, 1745, 1763]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9083115373437953\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8655852925302641, 14), (0.8660309808317399, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1911, 1923, 2007, 519, 1681, 1691, 1744, 1763, 1622, 1767, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8686843525553203\n", - "Coverage: 0.98125\n", - "Birth Iteration: 4\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9217175972394189, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 891, 1923, 2007, 1681, 1691, 55, 885, 940, 1118, 1121, 1208, 1318, 1532, 1590, 1606, 1622, 1667, 1732, 1797, 1807, 1847, 1850, 1855, 1886, 1918, 1950, 1965, 2018, 899]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9217175972394189\n", - "Coverage: 0.996875\n", - "Birth Iteration: 4\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9217175972394189, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 512, 940, 1121, 1580, 1667, 1822, 1828, 1886, 1909, 1955, 1965, 55, 956, 1066, 1509, 1158, 207, 718, 891, 1655, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9230766412929601\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 4\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.7929100149214001, 9), (0.8137120584938422, 10), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1108, 1164, 1744, 1822, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8174289768217662\n", - "Coverage: 0.90390625\n", - "Birth Iteration: 4\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1601, 1744, 1655, 1954, 1065, 1210, 1311, 1811, 1938, 2048, 55, 1230, 1327, 1388, 1446, 1509, 1606, 1745, 1800, 1890, 1932, 2002, 2007, 2026, 2065, 899, 1923, 1667, 1164, 1807, 1681, 1822, 940, 1965, 1839, 1847, 1855, 1732, 1229, 718, 2012, 1118, 1121, 1904, 1911, 1528, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303541817773316\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1622, 519, 1767, 1681, 718, 1655, 1954, 2007, 1606, 1744, 1911, 1923, 43, 1144, 1364]\n", - "Fitness: 1.0\n", - "Accuracy: 0.869076314047851\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 4\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9262294281269614, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9277117996283082, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1461, 512, 940, 1121, 1208, 1850, 1886, 1965, 2010, 2018, 2026, 1655, 55, 1144, 1158, 1567, 1606, 1622, 1847, 1855, 1865, 1950, 1964, 2002, 503, 899, 1164, 1601, 1744, 1911, 1923, 1955, 2036, 1745, 1118, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9277117996283082\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 4\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9277117996283082, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9277117996283082, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1744, 1954, 1080, 1160, 1164, 1935, 2008, 203, 512, 1396, 1673, 1850, 2010, 789, 636, 716, 940, 1158, 1196, 1209, 1213, 1230, 1311, 1339, 1364, 1400, 1411, 1532, 1549, 1559, 1583, 1621, 1640, 1644, 1681, 1727, 1732, 1753, 1763, 1811, 1839, 1855, 1881, 1890, 1909, 1932, 1950, 1953, 1965, 1980, 2002, 2006, 2018, 2050, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348122858559291\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9277117996283082, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9255151057807605, 36), (0.9277117996283082, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1797, 1461, 512, 1121, 1208, 1850, 1886, 1965, 2010, 2018, 2026, 1655, 55, 1144, 1158, 1567, 1606, 1622, 1847, 1855, 1865, 1950, 1964, 2002, 503, 899, 1164, 1601, 1744, 1911, 1923, 1955, 1745, 1118, 636, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255151057807605\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 5\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9238715538525786, 34), (0.9255151057807605, 36), (0.9277117996283082, 37), (0.9278461166506707, 41), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 512, 940, 1121, 1580, 1667, 1822, 1828, 1886, 1909, 1955, 1965, 55, 956, 1066, 1509, 1158, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9278461166506707\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 5\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 30), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 512, 940, 1121, 1580, 1667, 1822, 1828, 1886, 1909, 1955, 55, 956, 1066, 1509, 1158, 207, 718, 891, 1655, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9230766412929601\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 5\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 86), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1885, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416710014432974\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8959152972435704, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1108, 1164, 1744, 1822, 1923, 55, 1065, 1311, 1327, 1606, 1811, 1890, 1938, 2002, 2007, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8975967021507818\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 5\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 50), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1446, 1611, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 940, 1121, 1144, 1411, 1549, 1580, 1640, 1667, 1727, 1740, 1767, 1811, 1822, 1828, 1881, 1886, 1909, 1955, 1964, 1965, 1980, 1660, 55, 956, 1066, 1509, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9335716849948349\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9303541817773316, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 55, 1066, 1230, 1327, 1388, 1611, 1745, 1800, 1890, 2002, 2026, 2065, 470, 716, 823, 940, 1065, 1229, 1655, 1763, 1811, 1886, 1956, 2050, 718, 1210, 1311, 1509, 1601, 1932, 1938, 2015, 1847, 1164, 1446, 1667, 1822, 1855, 1904, 1911, 2007, 2048, 223]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9328195096696046\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1744, 1655, 1954, 1065, 1210, 1311, 1811, 1938, 55, 1230, 1327, 1388, 1509, 1606, 1745, 1800, 1890, 1932, 2002, 2026, 2065, 899, 1923, 1807, 1681, 940, 1965, 1839, 1847, 1732, 1229, 718, 2012, 1118, 1121, 1528, 891, 459, 503, 1293, 1802, 1953, 1994, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9291135809162374\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8213339389809977, 11), (0.8615460133486699, 12), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1364, 1655, 1144, 1744, 1847, 891, 1196, 1642, 1911, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8629319208066837\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 5\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.869076314047851, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 512, 940, 1822, 1828, 1955, 1965, 1509, 207, 1655, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8839916088492938\n", - "Coverage: 0.959375\n", - "Birth Iteration: 5\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9027312755965506, 18), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1839, 1461, 1798, 512, 1121, 1378, 1732, 1655, 885, 1144, 1158, 1318, 1847, 1904, 1164, 1744, 1923, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9027312755965506\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9027312755965506, 18), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9291135809162374, 44), (0.9299622202848009, 45), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9027312755965506, 18), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1164, 1601, 1744, 1923, 1965, 55, 940, 1121, 1528, 1847, 519, 1745, 203, 470, 512, 1066, 1144, 1158, 1230, 1388, 1509, 1549, 1580, 1611, 1640, 1660, 1667, 1800, 1811, 1822, 1881, 1886, 1909, 1935, 1955, 1964, 1980, 1994, 2008, 2026, 1378]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9318475428532355\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 5\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9027312755965506, 18), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9027312755965506, 18), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 519, 1364, 512, 1655, 718, 1144, 1606, 1744, 1847, 1954, 899, 1923, 1667, 1164, 1807, 1681, 1822, 940, 1965, 1839, 55, 1855, 1601, 1732, 1229, 2012, 1118, 1121, 1904, 1911, 1528, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9239142910869667\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.8926660463662361, 16), (0.8975967021507818, 17), (0.9027312755965506, 18), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 1144, 1606, 1744, 1847, 55, 1118, 1121, 1164, 1528, 1732, 1807, 1904, 1923, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9061258330708046\n", - "Coverage: 0.99375\n", - "Birth Iteration: 5\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.8839916088492938, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1744, 1655, 1954, 1065, 1311, 55, 1230, 1327, 1606, 1745, 2002, 2007, 519, 1767, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9006151719624205\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 5\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9423853237894984, 92), (0.942842001665531, 105)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1885, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1601, 789, 2015, 656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9431802363491169\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239142910869667, 33), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 512, 940, 1121, 1580, 1667, 1822, 1828, 1886, 1909, 1955, 55, 956, 1066, 1509, 1158, 207, 718, 891, 1681, 1938, 1644, 1804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9239521440659961\n", - "Coverage: 0.990625\n", - "Birth Iteration: 6\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9152081059101932, 25), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9161800727265623, 24), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1822, 899, 1164, 1601, 1744, 1923, 718, 891, 1655, 1965, 55, 940, 1118, 1121, 1667, 1732, 1807, 1839, 1847, 1855, 1904, 1911, 2012, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9161800727265623\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9161800727265623, 24), (0.9201546355246546, 26), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9161800727265623, 24), (0.9216638704304738, 25), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 1144, 1606, 1744, 1847, 55, 1118, 1121, 1164, 1528, 1732, 1807, 1904, 1923, 2012, 43, 512, 940, 1364, 1601, 1681, 1822, 1855, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9216638704304738\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 6\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9161800727265623, 24), (0.9216638704304738, 25), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 718, 1144, 1606, 1744, 1847, 1954, 899, 1923, 1667, 1164, 1807, 1839, 55, 1732, 1229, 2012, 1118, 1904, 1911, 1528, 891, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9221742751154516\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 6\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9335716849948349, 49), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1446, 1611, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 940, 1121, 1411, 1549, 1580, 1640, 1667, 1727, 1740, 1767, 1811, 1822, 1828, 1881, 1886, 1955, 1964, 1965, 1980, 1660, 55, 956, 1066, 1509, 1158, 1455, 789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342591439365633\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 6\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9064372043499178, 18), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1744, 1655, 1954, 1311, 55, 2002, 519, 1767, 1923, 512, 899, 1164, 1229, 1364, 1601, 1732, 1807, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9064372043499178\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 6\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9064372043499178, 18), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9230766412929601, 29), (0.9239521440659961, 31), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9064372043499178, 18), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 1667, 55, 1066, 1509, 1158, 207, 718, 891, 1655, 1681, 1601, 1559, 1210, 1311, 1327, 1606, 1800, 1811, 1938, 2002, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9239790074704686\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 6\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.8686843525553203, 14), (0.9006151719624205, 15), (0.9061258330708046, 16), (0.9064372043499178, 18), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1364, 512, 1655, 1118, 1121, 1144, 1164, 1732, 1744, 1807, 1847, 1923, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9064372043499178\n", - "Coverage: 0.990625\n", - "Birth Iteration: 6\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8632005548514088, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1767, 1681, 1655, 1954, 2007, 891, 1606, 1691, 1744, 1911, 1327, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8663264782809375\n", - "Coverage: 0.978125\n", - "Birth Iteration: 6\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8629319208066837, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1744, 1655, 55, 1230, 1606, 519, 1767, 891, 1364, 1965, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8650431401854551\n", - "Coverage: 0.96015625\n", - "Birth Iteration: 6\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9342750177664789, 53), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1446, 1611, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 940, 1144, 1411, 1549, 1580, 1640, 1667, 1727, 1740, 1767, 1811, 1822, 1828, 1881, 1886, 1909, 1964, 1965, 1980, 1660, 55, 956, 1066, 1509, 636, 885, 2020, 1364]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9343934609589258\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1744, 1954, 1160, 1164, 1935, 2008, 203, 512, 1396, 1673, 1850, 2010, 636, 716, 940, 1158, 1196, 1209, 1213, 1230, 1311, 1339, 1364, 1400, 1411, 1532, 1549, 1559, 1583, 1621, 1640, 1644, 1727, 1732, 1753, 1763, 1811, 1839, 1855, 1881, 1890, 1909, 1932, 1950, 1953, 1965, 1980, 2002, 2006, 2018, 2050, 2056, 1745, 1797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347585590469841\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9361334769304408, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9386525316316587, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 2007, 1681, 1691, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1828, 1839, 1847, 1850, 1868, 1885, 1886, 1926, 1937, 1954, 1965, 1971, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 1676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9386525316316587\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9318475428532355, 42), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9386525316316587, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9386525316316587, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 512, 940, 1121, 1580, 1667, 1822, 1828, 1886, 1955, 1965, 55, 956, 1066, 1509, 1158, 207, 1681, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1811, 1890, 1935, 1964, 1994, 2002, 2008, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9320087232800705\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 6\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9386525316316587, 61), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [956, 1923, 1744, 1954, 1080, 1160, 1164, 1935, 2008, 203, 512, 1673, 1850, 2010, 789, 636, 716, 940, 1158, 1196, 1209, 1213, 1230, 1311, 1339, 1364, 1400, 1411, 1532, 1549, 1559, 1583, 1621, 1640, 1644, 1681, 1727, 1732, 1753, 1763, 1811, 1839, 1855, 1881, 1890, 1909, 1932, 1950, 1953, 1965, 1980, 2002, 2006, 2018, 2050, 2056, 1580, 1667, 1804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9402960835598406\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6563523404130615\n", - "Coverage: 0.66953125\n", - "Birth Iteration: 7\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1108, 1164, 1744, 1822, 1923, 43, 1364, 1955]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8482742704754089\n", - "Coverage: 0.93359375\n", - "Birth Iteration: 7\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9328195096696046, 47), (0.9342591439365633, 48), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1108, 1164, 1744, 1822, 1923, 1667, 1411, 1158, 1160, 1549, 1935, 1681, 1811, 1559, 1954, 1955, 1828, 1446, 1066, 940, 1580, 1965, 1964, 55, 956, 1601, 1994, 1611, 203, 1230, 207, 1745, 2002, 2008, 1886, 1121, 1890, 1509, 1640, 2026, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342860073410357\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 7\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.8650431401854551, 11), (0.8663264782809375, 13), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1744, 1655, 55, 1230, 519, 1767, 891, 1364, 1965, 2031, 1980]\n", - "Fitness: 1.0\n", - "Accuracy: 0.866632965304692\n", - "Coverage: 0.96015625\n", - "Birth Iteration: 7\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 1667, 55, 1066, 1509, 718, 891, 1655, 1681, 1601, 1559, 1210, 1311, 1327, 1606, 1800, 1811, 1938, 2002, 2065, 223, 823, 1229, 1822, 1847, 1855, 1911, 1956, 2007, 2026, 2048, 2050]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9290598541072924\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9347585590469841, 56), (0.9348122858559291, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1446, 1611, 1745, 1800, 1890, 1935, 1994, 2002, 2008, 2026, 2065, 203, 470, 512, 940, 1144, 1411, 1549, 1580, 1640, 1667, 1727, 1740, 1767, 1811, 1822, 1828, 1881, 1886, 1909, 1964, 1965, 1980, 1660, 55, 956, 1066, 1509, 636, 885, 2020, 1364, 1108, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9351615101140718\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 7\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 1230, 1446, 1745, 940, 1121, 1965, 55, 718, 891, 1655, 1681, 1601, 899, 1559, 519, 1118, 1855, 1911, 1549]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9096327284183072\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 7\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9342860073410357, 43), (0.9343934609589258, 50), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 1965, 55, 1066, 1509, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1811, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1327, 1606, 1855, 1932, 1956, 2048, 2050]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9350271930917092\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8482742704754089, 10), (0.866632965304692, 11), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1364, 512, 1655, 1118, 1121, 1732, 1744, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8837608277835982\n", - "Coverage: 0.9875\n", - "Birth Iteration: 7\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9279267068640883, 36), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 512, 940, 1121, 1580, 1667, 1822, 1828, 1886, 1955, 1965, 55, 956, 1066, 1509, 1158, 718, 1655, 1681, 1559, 470, 789, 1455, 1811, 1890, 1964, 1980, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9279267068640883\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 7\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9278461166506707, 34), (0.9279267068640883, 36), (0.9290598541072924, 39), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 512, 1121, 1580, 1667, 1822, 1828, 55, 1066, 1509, 1158, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1327, 1606, 1811, 2002, 2028, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.931928133066653\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 7\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9083115373437953, 20), (0.9096327284183072, 22), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1164, 1744, 1923, 891, 1655, 1965, 55, 940, 1121, 1855, 1911, 519, 1745, 1763, 1691, 1621]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9112762803464891\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 7\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1164, 1601, 1744, 1923, 1655, 1965, 55, 1118, 1855, 1911, 1763, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8954586193675378\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 7\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 1923, 718, 891, 1655, 1965, 55, 940, 1118, 1121, 1528, 1911, 519, 1763, 1364, 1732, 1807, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9172167559264334\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1144, 1164, 1364, 1744, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.873442838338474\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 8\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8174289768217662, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1601, 1681, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8495099870811447\n", - "Coverage: 0.978125\n", - "Birth Iteration: 8\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9431802363491169, 89)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9462524329697005\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 718, 1606, 1744, 1847, 1954, 899, 1923, 1667, 1164, 55, 1732, 2012, 1118, 891, 203, 823, 940, 1160, 1311, 1549, 1611, 1745, 1855, 1890, 1964, 1965, 2002, 2026, 2050, 1196, 1724]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9288022096371242\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 8\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9239790074704686, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1611, 1745, 1580, 1822, 1965, 55, 1601, 1559, 1388, 1411, 1811, 2002, 2026, 716, 718, 823, 1606, 1855, 2048, 2050, 1655, 1681, 1911, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9274700289880555\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 8\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1611, 1745, 1667, 55, 1066, 1509, 1158, 207, 718, 891, 1655, 1681, 1601, 1559, 1311, 1800, 1811, 2002, 223, 805, 1121, 1293, 1364, 1388, 1400, 1461, 1477, 1567, 1580, 1583, 1624, 1640, 1691, 1732, 1763, 1767, 1807, 1839, 1886, 1911, 1937, 1965, 1971, 1976, 1977, 2007, 2017, 2018, 2020, 2059, 1860, 1851]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9371164333213668\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 8\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 1923, 1655, 1965, 940, 1118, 1121, 1911, 519, 1364, 1732, 1807, 1681, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9085264445795755\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 8\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 85), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416710014432974\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 718, 1144, 1606, 1744, 1847, 1954, 899, 1923, 1667, 1164, 1807, 55, 1732, 1229, 2012, 1118, 1904, 1911, 1528, 891, 1660, 1811, 1850, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.923898417257051\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 8\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9288022096371242, 33), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1364, 512, 1400, 1655, 55, 203, 470, 636, 940, 956, 1108, 1144, 1164, 1230, 1388, 1446, 1509, 1580, 1606, 1611, 1727, 1745, 1890, 1909, 1935, 1954, 1964, 1965, 1994, 2002, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303651713518886\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 8\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9320087232800705, 41), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 1923, 2007, 1681, 1691, 1744, 1763, 223, 459, 805, 899, 940, 1108, 1121, 1293, 1549, 1567, 1580, 1667, 1732, 1767, 1807, 1839, 1847, 1868, 1937, 1954, 1971, 1976, 2020, 1164, 55, 1528, 1660, 1904, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347854224514567\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 8\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1885, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1396, 1923, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.94169786484777\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7460370373083846, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1923, 1118, 1911, 2061, 1209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7485829554140749\n", - "Coverage: 0.86953125\n", - "Birth Iteration: 8\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 1923, 718, 891, 1655, 1965, 55, 940, 1118, 1121, 1528, 1911, 519, 1763, 1364, 1732, 1807, 1681, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.921218182128998\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 9\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9351615101140718, 52), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1954, 1160, 1164, 1230, 1388, 1446, 1611, 1745, 1800, 1994, 2002, 2008, 2065, 470, 512, 940, 1144, 1580, 1667, 1811, 1822, 1828, 1881, 1886, 1909, 1965, 1660, 55, 1066, 1509, 636, 1108, 1655, 207, 718, 891, 1339, 1601, 1681, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9358758324602727\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 9\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 87), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 86), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1885, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1559, 1621, 1691, 1396, 1923, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.94169786484777\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.9416710014432974, 84), (0.94169786484777, 86), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1966, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1927, 1080, 1461, 1158, 716, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1935, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1621, 1691, 1396, 1800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942627094429751\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7380879117122001, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.7390769734223245, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1601, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7390769734223245\n", - "Coverage: 0.7578125\n", - "Birth Iteration: 9\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7390769734223245, 5), (0.7485829554140749, 6), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8120953699701328\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 9\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9410372693105141, 62), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 891, 1745, 1911, 1923, 2007, 1681, 1691, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1885, 1886, 1926, 1937, 1954, 1965, 1971, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418590452746051\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 9\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.9223085921378141, 25), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 718, 1144, 1606, 1744, 1847, 1954, 899, 1923, 1164, 1807, 55, 1732, 1229, 2012, 1118, 1904, 1911, 1528, 891, 1660, 1811, 1850, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9223085921378141\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 9\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.9223085921378141, 25), (0.923898417257051, 26), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.9223085921378141, 25), (0.923898417257051, 26), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 203, 470, 636, 1144, 1164, 1446, 1509, 1580, 1606, 1611, 1727, 1745, 1909, 1954, 1964, 2026, 519, 1229, 1660, 1732, 1744, 1807, 1847, 1850, 1904, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9257837398254856\n", - "Coverage: 0.996875\n", - "Birth Iteration: 9\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.9223085921378141, 25), (0.923898417257051, 26), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.9223085921378141, 25), (0.923898417257051, 26), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1744, 1923, 1655, 1965, 55, 1118, 1855, 1911, 1763, 2061, 1885]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8938419308438283\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 9\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9221742751154516, 24), (0.9223085921378141, 25), (0.923898417257051, 26), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 1745, 512, 1121, 1580, 1822, 55, 1509, 718, 891, 1655, 1681, 1601, 1559, 1327, 1811, 1339, 519, 1732, 1807, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9243441055585269\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 9\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 1745, 512, 1121, 55, 718, 1655, 1681, 1601, 1327, 1339, 519, 1732, 1807, 1911, 940, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9172167559264334\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 10\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.873442838338474, 8), (0.8837608277835982, 9), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1855, 1118, 1164, 1744, 1911, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8842761167239346\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 10\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8495099870811447, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1364, 1732, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8570988988446294\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 10\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9371164333213668, 57), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9378307556675678, 55), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1673, 1252, 940, 823, 1311, 1950, 203, 1196, 2002, 1164, 958, 1855, 2040, 1927, 1532, 1850, 1209, 209, 636, 1108, 1144, 1208, 1293, 1339, 1364, 1606, 1644, 1655, 1727, 1732, 1744, 1745, 1753, 1807, 1881, 1909, 1954, 1955, 2005, 2006, 2018, 2020, 2050, 1601, 789, 656, 1550, 1904, 470, 1580, 1847, 1923, 1964, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9378307556675678\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9085264445795755, 16), (0.9112762803464891, 17), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9378307556675678, 55), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9378307556675678, 55), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 512, 1822, 55, 718, 1655, 1681, 1811, 1339, 519, 1911, 1855, 1080]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9113031437509616\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 10\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9378307556675678, 55), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9378307556675678, 55), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1164, 1744, 1923, 891, 1655, 1965, 55, 1121, 1911, 519, 1745, 1621, 1327, 1339, 1559, 1580, 1601, 1732, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9181459855084143\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 10\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9378307556675678, 55), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 1965, 55, 1066, 1509, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1811, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1327, 1606, 1855, 1932, 1956, 2048, 2050, 512, 519, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9380993897122929\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 10\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9350271930917092, 42), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 512, 1580, 1667, 1822, 1828, 55, 1066, 1509, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1606, 1811, 2002, 2028, 1339, 470, 940, 1160, 1800, 1881, 1886, 1909, 1965, 1994, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9358489690558002\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 10\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.8954586193675378, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 891, 1655, 1965, 55, 1118, 1121, 1911, 519, 1732, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9014638113309841\n", - "Coverage: 0.98125\n", - "Birth Iteration: 10\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 1580, 1822, 1965, 55, 1601, 1559, 1388, 1411, 1640, 1811, 1890, 1964, 2002, 2026, 223, 716, 718, 823, 1327, 1855, 1932, 1956, 2048, 2050, 1655, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9324275481770739\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.8938419308438283, 12), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1121, 1164, 1601, 1681, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9008569426026731\n", - "Coverage: 0.97734375\n", - "Birth Iteration: 11\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9135108271730663, 17), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1681, 1164, 1744, 1923, 891, 1655, 1965, 55, 1121, 1911, 519, 1339, 1559, 1601, 1732, 1807, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9135108271730663\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9135108271730663, 17), (0.9172167559264334, 19), (0.9181459855084143, 20), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9135108271730663, 17), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 1923, 891, 1655, 1965, 55, 1121, 1911, 519, 1732, 1807, 1681, 1327, 1339, 1580, 1621, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9181459855084143\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 11\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9135108271730663, 17), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9135108271730663, 17), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 891, 1745, 1911, 1923, 2007, 1681, 1691, 1744, 1763, 223, 805, 899, 940, 1108, 1121, 1293, 1549, 1567, 1580, 1667, 1732, 1767, 1807, 1839, 1847, 1868, 1937, 1971, 1976, 2020, 1164, 55, 1528, 1660, 1904, 2012, 2005, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348391492604016\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 11\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9135108271730663, 17), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9149663352699405, 17), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 1745, 512, 1121, 1655, 1681, 519, 1732, 1807, 940, 1118, 1144, 1364, 1847, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9149663352699405\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 11\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9113031437509616, 15), (0.9149663352699405, 17), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1121, 1164, 1732, 1744, 1807, 1923, 55, 718, 1339, 1601, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9172704827353784\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 11\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 718, 1745, 1911, 1923, 2007, 1681, 1691, 1744, 1763, 223, 459, 805, 899, 940, 1108, 1121, 1293, 1549, 1567, 1580, 1667, 1732, 1767, 1807, 1839, 1847, 1868, 1937, 1954, 1971, 1976, 2020, 1164, 55, 1528, 1660, 1904, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347854224514567\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 11\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9234954661899633, 22), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 1745, 512, 1121, 1580, 1822, 55, 1509, 718, 891, 1655, 1681, 1559, 1327, 1339, 519, 1732, 1807, 1911, 2040]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9234954661899633\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 11\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9234954661899633, 22), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9234954661899633, 22), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 55, 1509, 1388, 1549, 1811, 1964, 2002, 2008, 2026, 716, 718, 823, 1327, 1606, 2050, 512, 519, 1655, 470, 1144, 1229, 1727, 1732, 1847, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9334910947814175\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9234954661899633, 22), (0.9243441055585269, 23), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9234954661899633, 22), (0.9243441055585269, 23), (0.9248276468390321, 24), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1164, 1745, 55, 1655, 1601, 1339, 519, 1732, 1807, 940, 203, 636, 1229, 1509, 1606, 1611, 1727, 1850, 1904, 1909, 1954, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9248276468390321\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.9234954661899633, 22), (0.9243441055585269, 23), (0.9248276468390321, 24), (0.9257837398254856, 28), (0.9274700289880555, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1807, 1847, 1923, 512, 718, 1118, 1327, 1911, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.928372395165564\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 11\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1121, 1164, 1732, 1744, 1807, 1923, 55, 718, 1339, 1601, 891, 940, 1311, 1446, 1509, 1559, 1611, 1681, 1745, 1811, 1822, 1881, 1954, 2002, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9295971221967427\n", - "Coverage: 0.996875\n", - "Birth Iteration: 12\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9181459855084143, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1744, 1923, 891, 1655, 1965, 55, 1121, 1911, 519, 1732, 1807, 1327, 1339, 1580, 1745, 512, 1847, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9211644553200531\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 12\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9014638113309841, 13), (0.9064372043499178, 14), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1121, 1164, 1732, 1744, 1807, 1923, 1144, 1364, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9064372043499178\n", - "Coverage: 0.990625\n", - "Birth Iteration: 12\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 512, 1580, 1667, 1822, 1828, 55, 1066, 1509, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1606, 1811, 2002, 2028, 1339, 470, 940, 1160, 1800, 1881, 1886, 1909, 1965, 1994, 2008, 636, 1388, 2065, 1144, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9381799799257104\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 12\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9347854224514567, 39), (0.9348391492604016, 40), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1606, 1744, 1164, 1230, 1388, 1611, 1745, 1800, 1994, 2002, 2008, 470, 512, 940, 1580, 1667, 1811, 1822, 1828, 1881, 1886, 1909, 1965, 55, 1066, 1509, 1108, 1655, 207, 718, 891, 1339, 1601, 1681, 2028, 899, 636, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349197394738191\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 12\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1121, 1144, 1164, 1732, 1744, 1807, 1847, 1923, 2012, 55, 223, 718, 1293, 1528, 1580, 1660, 1691, 1822, 1839, 1868, 1904, 1911, 2005]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9294090783654352\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 12\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 512, 1580, 1667, 1822, 1828, 55, 1066, 1509, 207, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1606, 1811, 2002, 2028, 1339, 470, 940, 1160, 1800, 1881, 1886, 1909, 1965, 1994, 2008, 1388, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9358758324602727\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 12\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 1121, 1164, 1732, 1744, 1807, 1923, 55, 718, 1339, 1601, 1911, 1580, 1621, 1681, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9179310782726342\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 12\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.8120953699701328, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 1118, 1744, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.823331599422681\n", - "Coverage: 0.95703125\n", - "Birth Iteration: 12\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9021940075071004, 12), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1121, 1164, 1744, 1807, 1923, 1144, 1364, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9021940075071004\n", - "Coverage: 0.975\n", - "Birth Iteration: 13\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9021940075071004, 12), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 21), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9021940075071004, 12), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 1923, 718, 891, 1655, 1965, 55, 940, 1118, 1121, 1528, 1911, 519, 1763, 1364, 1732, 1807, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.921218182128998\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 13\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9021940075071004, 12), (0.9064372043499178, 13), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1744, 1911, 519, 1121, 1732, 1807, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9079464392557373\n", - "Coverage: 0.996875\n", - "Birth Iteration: 13\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1144, 1164, 1446, 1580, 1745, 519, 1660, 1732, 1744, 1807, 1118, 1911, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9093750839481389\n", - "Coverage: 0.996875\n", - "Birth Iteration: 13\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.931928133066653, 34), (0.9324275481770739, 35), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9332224607366922, 34), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1923, 512, 718, 1614, 899, 940, 1160, 1230, 1339, 1388, 1559, 1681, 1800, 1811, 1828, 1886, 1954, 1965, 1994, 2008, 1196]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9332224607366922\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 13\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9332224607366922, 34), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9332224607366922, 34), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1364, 512, 1400, 1655, 55, 203, 470, 636, 940, 956, 1108, 1144, 1164, 1230, 1388, 1446, 1509, 1580, 1606, 1611, 1727, 1745, 1890, 1909, 1935, 1954, 1964, 1965, 1994, 2002, 2026, 1923, 1667, 899, 1158, 1681, 1811, 1559, 1822, 1311, 1828, 1066, 1327, 1339, 1601, 718, 207, 1744, 1121, 2028, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9382337067346556\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 13\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9332224607366922, 34), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 512, 1121, 1580, 1667, 1822, 1828, 1066, 1509, 1158, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1327, 1606, 1811, 2002, 2028, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310257668891445\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 13\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9334910947814175, 37), (0.9349197394738191, 39), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1121, 1144, 1164, 1744, 1923, 55, 718, 1528, 1580, 1660, 1822, 1839, 1868, 1904, 470, 899, 1108, 1160, 1230, 1388, 1446, 1601, 1681, 1745, 1811, 1828, 1881, 1886, 1909, 1954, 2002, 2028, 2065, 2055]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9358221056513276\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 13\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9211644553200531, 19), (0.921218182128998, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9227542804392899, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1744, 1923, 891, 1655, 1965, 55, 1121, 1911, 519, 1763, 1732, 1807, 1681, 512, 1327, 1339, 1580, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9227542804392899\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 13\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9008569426026731, 10), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9227542804392899, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9227542804392899, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1807, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9078121222333746\n", - "Coverage: 0.996875\n", - "Birth Iteration: 13\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9227542804392899, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9303651713518886, 31), (0.9310257668891445, 33), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9227542804392899, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 718, 1655, 1965, 55, 940, 1121, 1911, 1763, 1364, 1732, 1807, 1681, 1822, 223, 1230, 1327, 1411, 1811, 1890, 1932, 1954, 1956, 1964, 2002, 2050, 1953, 1973]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310257668891445\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 13\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.9227542804392899, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1121, 1164, 1732, 1744, 1807, 1923, 55, 718, 1339, 1911, 1144, 1446, 1660, 1745, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.922808007248235\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 14\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9179310782726342, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 1121, 1164, 1732, 1744, 1807, 1923, 55, 718, 1339, 1911, 1580, 1681, 1965, 1763, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9186991274277803\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 14\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9332224607366922, 34), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1923, 512, 718, 1118, 1327, 1614, 1160, 1196, 1230, 1339, 1388, 1681, 1811, 1828, 1954, 1965, 1994, 2008, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357952422468552\n", - "Coverage: 0.996875\n", - "Birth Iteration: 14\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 1673, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1622, 1991]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470204821248465\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.923790963639161, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1164, 1601, 1744, 718, 1655, 1965, 55, 940, 1121, 1911, 1763, 1732, 1807, 223, 1230, 1964, 2002, 2050, 512, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.923790963639161\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.923790963639161, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1807, 1847, 1923, 512, 718, 1118, 1911, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9252464717360354\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 14\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9093750839481389, 14), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1164, 1732, 1744, 1807, 1339, 1601, 1911, 1580, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9133496467462312\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 14\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9079464392557373, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1744, 1911, 519, 1121, 1732, 1807, 1601]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9103311769345925\n", - "Coverage: 0.996875\n", - "Birth Iteration: 14\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1164, 1744, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7260677592745904\n", - "Coverage: 0.803125\n", - "Birth Iteration: 14\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8570988988446294, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1855, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8638232974096351\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 14\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133496467462312, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1807, 1911, 1744, 1164, 1965, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9138490618566519\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 14\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1911, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8495209766557015\n", - "Coverage: 0.98125\n", - "Birth Iteration: 14\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 36), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1923, 512, 718, 1118, 1327, 1614, 1160, 1196, 1230, 1339, 1388, 1681, 1811, 1828, 1954, 1965, 1994, 2008, 1624, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9358221056513276\n", - "Coverage: 0.996875\n", - "Birth Iteration: 15\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1807, 1847, 1923, 512, 718, 1118, 1327, 1911, 1614, 203]\n", - "Fitness: 1.0\n", - "Accuracy: 0.929194171129655\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1121, 1144, 1164, 1732, 1744, 1807, 1847, 1923, 2012, 55, 223, 718, 1293, 1528, 1580, 1660, 1691, 1822, 1839, 1868, 1904, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293553515564901\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9382337067346556, 51), (0.9402960835598406, 59), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 1580, 1667, 1822, 1828, 55, 1066, 1509, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1606, 1811, 2002, 2028, 1339, 470, 940, 1160, 1800, 1881, 1886, 1909, 1965, 1994, 2008, 636, 1388, 2065, 1144, 1660, 1797, 519, 1642, 1229, 1528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404841273911482\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7260677592745904, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1118, 1744, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7749445026484875\n", - "Coverage: 0.90234375\n", - "Birth Iteration: 15\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.823331599422681, 5), (0.8495209766557015, 6), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8495209766557015\n", - "Coverage: 0.98125\n", - "Birth Iteration: 15\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1807, 1911, 1744, 1164, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9133765101507036\n", - "Coverage: 0.996875\n", - "Birth Iteration: 15\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9294090783654352, 25), (0.9295971221967427, 29), (0.9310257668891445, 30), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9327230456262714, 25), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1121, 1144, 1164, 1744, 55, 718, 1580, 1868, 1904, 470, 899, 1230, 1388, 1446, 1601, 1745, 1828, 1954, 2002, 2055, 519, 1339, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9327230456262714\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 15\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9327230456262714, 25), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9327230456262714, 25), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1807, 1847, 1923, 512, 718, 1118, 1911, 1614, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9267557066418546\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9293553515564901, 24), (0.9327230456262714, 25), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 899, 1121, 1230, 1388, 1446, 1828, 1954, 2002, 2055]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9327767724352165\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 16\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8842761167239346, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1339, 1732, 1807, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8884924501622794\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 16\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9186991274277803, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9189946248769778, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1580, 519, 1660, 1732, 1744, 1807, 1847, 512, 1118, 1327, 1911, 1614, 1339, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9189946248769778\n", - "Coverage: 0.996875\n", - "Birth Iteration: 16\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9189946248769778, 17), (0.922808007248235, 19), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1732, 1807, 1911, 1744, 1164, 470, 718, 1144, 1446, 1745, 1923, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9235760564033808\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 16\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 519, 1732, 1744, 1807, 1847, 1923, 512, 718, 1118, 1911, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9164487067712874\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 16\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.9252464717360354, 20), (0.9267557066418546, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1964, 519, 1732, 1744, 1807, 1847, 1923, 512, 718, 1327, 1911, 1614, 1339, 1681, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.927496892392528\n", - "Coverage: 0.996875\n", - "Birth Iteration: 16\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8884924501622794, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8910115048634972, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1118, 1732, 1807, 1923, 55, 718, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8910115048634972\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 16\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8910115048634972, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8910115048634972, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1660, 1732, 1744, 1807, 1847, 512, 718, 1118, 1327, 1911, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9275774826059455\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 16\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8638232974096351, 7), (0.8910115048634972, 8), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1911, 1164, 1601]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8972474778926391\n", - "Coverage: 0.98125\n", - "Birth Iteration: 16\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.929194171129655, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.9293553515564901, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1655, 1121, 1144, 1164, 1732, 1744, 1807, 1847, 1923, 55, 223, 718, 1293, 1528, 1580, 1660, 1691, 1822, 1839, 1868, 1904, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293553515564901\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 16\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.9293553515564901, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.9293553515564901, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.937277613748202, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 1965, 55, 1066, 1509, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1327, 1606, 1855, 1932, 1956, 2048, 512, 519, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937277613748202\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 16\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9275774826059455, 21), (0.928372395165564, 22), (0.9293553515564901, 23), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.937277613748202, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.937277613748202, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1911, 1744, 1164, 470, 718, 1121, 1144, 1230, 1388, 1580, 1828, 1954, 1964, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9301502641161086\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 17\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.937277613748202, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 940, 1580, 1667, 1822, 1965, 55, 1066, 1509, 1601, 1559, 1388, 1411, 1549, 1640, 1811, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1327, 1606, 1855, 1932, 1956, 2048, 2050, 512, 519, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373044771526745\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 17\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9380993897122929, 45), (0.9381799799257104, 46), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 1965, 55, 1066, 1509, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1606, 1855, 1932, 1956, 2048, 2050, 519, 1655, 2010, 2018]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388405754629664\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 17\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9404841273911482, 50), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 1580, 1822, 1828, 55, 1066, 1509, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1606, 2002, 2028, 1339, 470, 940, 1160, 1800, 1881, 1886, 1909, 1965, 1994, 2008, 636, 1388, 2065, 1144, 1660, 1797, 519, 1642, 1229, 1528, 1724]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412253131418217\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 17\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1732, 1807, 1911, 1744, 1164, 470, 718, 1745, 1923, 1339, 1691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9187528542367251\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 18\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1964, 519, 1732, 1744, 1923, 512, 718, 1118, 1327, 1614, 1160, 1230, 1339, 1388, 1828, 1954, 1965, 2008, 470, 1911, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340442367007832\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 18\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9357952422468552, 31), (0.9358221056513276, 32), (0.9358489690558002, 41), (0.9358758324602727, 42), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1327, 1614, 1160, 1196, 1230, 1339, 1388, 1828, 1954, 1965, 2008, 899, 1121, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9365632914020011\n", - "Coverage: 0.996875\n", - "Birth Iteration: 18\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 1118, 1121, 1164, 1732, 1744, 1923, 55, 718, 1339, 1601, 1911, 1388, 1828, 1964, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9240864610883586\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 18\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9103311769345925, 11), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1744, 1911, 519, 1732, 1807, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9109917724718484\n", - "Coverage: 0.996875\n", - "Birth Iteration: 18\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9164487067712874, 14), (0.9172704827353784, 15), (0.9187528542367251, 16), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 519, 1732, 1744, 1807, 1847, 512, 718, 1118, 1911, 1339, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9212719089379431\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 18\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.8972474778926391, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1911, 519, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9051966034888236\n", - "Coverage: 0.98125\n", - "Birth Iteration: 19\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6563523404130615, 3), (0.7749445026484875, 4), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7833551903760632\n", - "Coverage: 0.87109375\n", - "Birth Iteration: 19\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9240864610883586, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 519, 1732, 1744, 512, 1118, 1327, 1614, 1339, 1965, 2008, 470, 1911, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9248276468390321\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 19\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.922201138519924, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1911, 1744, 1164, 1121, 1230, 1388, 1580, 1954, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.922201138519924\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 19\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.922201138519924, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.922201138519924, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1807, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.883331013312038\n", - "Coverage: 0.996875\n", - "Birth Iteration: 20\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.922201138519924, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.922201138519924, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 519, 1732, 1744, 512, 718, 1327, 1911, 1614, 1339, 1681, 1965, 470, 2002, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9271049308999973\n", - "Coverage: 0.99375\n", - "Birth Iteration: 20\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.922201138519924, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1911, 1744, 1164, 1121, 1230, 1388, 1580, 1964, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9226468268213999\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 20\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 12), (0.9138490618566519, 13), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1807, 1911, 1744, 1164, 470, 1144, 1767]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9156806576161416\n", - "Coverage: 0.996875\n", - "Birth Iteration: 20\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 43), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1446, 1580, 1964, 519, 1732, 1744, 512, 718, 1118, 1327, 1614, 1160, 1196, 1230, 1388, 1828, 1954, 1965, 2008, 899, 716, 823, 1066, 1311, 1411, 1509, 1549, 1601, 1811, 1890, 2002, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9382337067346556\n", - "Coverage: 0.996875\n", - "Birth Iteration: 20\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 1965, 55, 1066, 1509, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1606, 1855, 1932, 1956, 2048, 2050, 519, 1655, 2010, 2018, 1528, 1724, 1196]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396086246181123\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 21\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.927496892392528, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1339, 1732, 1911, 1744, 1164, 470, 718, 1144, 1230, 1388, 1580, 1828, 1954, 1964, 2002, 2017]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293822149609625\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 21\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 88), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1965, 1976, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1679, 1849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9462524329697005\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1732, 1911, 1164, 1121, 1388, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9127696414223928\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 21\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7833551903760632, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7971800751686899\n", - "Coverage: 0.9375\n", - "Birth Iteration: 21\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 44), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1160, 1164, 1230, 1446, 1611, 1745, 940, 1580, 1667, 1822, 1965, 55, 1066, 1601, 1559, 203, 1388, 1411, 1549, 1640, 1890, 1964, 2002, 2008, 2026, 223, 716, 718, 823, 1311, 1606, 1855, 1932, 1956, 2048, 2050, 519, 1655, 2010, 2018]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388405754629664\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 21\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9235760564033808, 17), (0.9248276468390321, 18), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9261219745090713, 17), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1744, 519, 1732, 512, 470, 718, 1121, 1230, 1339, 1388, 1446, 1580, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9261219745090713\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 21\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9261219745090713, 17), (0.9271049308999973, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1580, 519, 1732, 1744, 512, 718, 1327, 1339, 1681, 470, 2002, 1923, 1121, 1230, 1388, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9292747613430725\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 22\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9226468268213999, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1744, 519, 1732, 512, 470, 718, 1121, 1230, 1388, 1446, 1580, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9253270619494529\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 22\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.942627094429751, 83), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 891, 1745, 1911, 1923, 2007, 1681, 1691, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1885, 1886, 1926, 1937, 1954, 1965, 1971, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 512, 1446, 519, 1230, 55, 470, 1655, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433682801804244\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 23\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1446, 1580, 1964, 519, 1732, 1744, 512, 718, 1118, 1327, 1614, 1160, 1196, 1230, 1388, 1828, 1954, 1965, 2008, 899, 1066, 1311, 1549, 1811, 2048, 1121, 1339, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373044771526745\n", - "Coverage: 0.996875\n", - "Birth Iteration: 23\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9382337067346556, 35), (0.9388405754629664, 43), (0.9396086246181123, 46), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1327, 1614, 1196, 1230, 1388, 1828, 1954, 1965, 2008, 899, 716, 823, 1411, 1509, 1601, 1890, 2002, 1229, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9397429416404748\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 23\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 14), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 519, 1732, 1744, 1807, 512, 718, 1118, 1911, 1339, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9212719089379431\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 23\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8495209766557015, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1732, 1911, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8544723905255215\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 23\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 87), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9462524329697005\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9373044771526745, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1446, 1580, 1964, 519, 1732, 1744, 512, 718, 1118, 1327, 1614, 1160, 1196, 1230, 1388, 1828, 1954, 1965, 2008, 899, 716, 1066, 1311, 1411, 1811, 2002, 1121, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9382068433301829\n", - "Coverage: 0.996875\n", - "Birth Iteration: 23\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9292747613430725, 19), (0.9293822149609625, 20), (0.9301502641161086, 21), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9302039909250536\n", - "Coverage: 0.996875\n", - "Birth Iteration: 23\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9127696414223928, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 512, 1655, 55, 1118, 1339, 1732, 1807, 1911, 1164, 1744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9133765101507036\n", - "Coverage: 0.996875\n", - "Birth Iteration: 23\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9078121222333746, 9), (0.9109917724718484, 10), (0.9133765101507036, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9133765101507036, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1911, 519, 1732, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9098048984196991\n", - "Coverage: 0.98125\n", - "Birth Iteration: 24\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9133765101507036, 11), (0.9156806576161416, 12), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1911, 519, 1164, 512, 718, 1909, 1209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9160030184698116\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 24\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9365632914020011, 28), (0.9382068433301829, 31), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1828, 1954, 2002, 2055, 1229, 1614, 1844, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388137120584938\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 24\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9212719089379431, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1807, 1911, 1744, 1164, 1144, 718, 1339, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9220668214975616\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 24\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9340442367007832, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9335448215903623, 25), (0.9340442367007832, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 519, 1732, 1744, 512, 718, 1118, 1230, 1388, 1828, 1954, 2008, 823, 1509, 2002, 1229, 1844, 1121, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9335448215903623\n", - "Coverage: 0.996875\n", - "Birth Iteration: 24\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9327767724352165, 24), (0.9335448215903623, 25), (0.9340442367007832, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1614, 1230, 1388, 1828, 1954, 899, 823, 1229, 470, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340711001052557\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 24\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1160, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1559, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1622, 1991, 1378, 1993, 2053]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470473455293189\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 92\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9109917724718484, 10), (0.9160030184698116, 11), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1911, 1164, 718, 1909, 1209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9160030184698116\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 25\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1744, 519, 1732, 512, 470, 718, 1121, 1230, 1388, 1446, 1580, 1745, 1339, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9277655264372532\n", - "Coverage: 0.996875\n", - "Birth Iteration: 25\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9261219745090713, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1164, 1580, 1745, 519, 1732, 1744, 512, 718, 1118, 1121, 1230, 1388, 1446, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9270243406865798\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 25\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 90), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 1991]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470204821248465\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1732, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8368023757018064\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 26\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 10), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1911, 1164, 718, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9160030184698116\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 26\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1614, 1230, 1954, 899, 823, 1229, 470, 1339, 2004, 1773, 1157]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341516903186733\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 26\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9358758324602727, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1327, 1196, 1230, 1828, 1954, 823, 1509, 2002, 1229, 1844, 470, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9358758324602727\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 27\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253270619494529, 16), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9358758324602727, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9358758324602727, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1388, 1580, 1614, 1744, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9253539253539254\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 27\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9358758324602727, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1446, 1828, 1954, 2002, 2055, 1229, 1614, 1844, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9365095645930561\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 27\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470204821248465, 87), (0.9470473455293189, 92)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 2004, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470473455293189\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1954, 823, 899, 1828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9317938160442905\n", - "Coverage: 0.996875\n", - "Birth Iteration: 27\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 49), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1611, 1745, 1580, 1822, 1828, 55, 1066, 1509, 207, 718, 891, 1655, 1681, 1601, 899, 1108, 1559, 1311, 1606, 2002, 2028, 1339, 470, 940, 1800, 1881, 1886, 1909, 1994, 2008, 636, 1388, 2065, 1144, 1660, 1797, 519, 1642, 1229, 1528, 1724, 2017]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412253131418217\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 27\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9277655264372532, 18), (0.9302039909250536, 19), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 1118, 1339, 1121, 1230, 1388, 1446, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9302845811384711\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 28\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1446, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1614, 1230, 1954, 823, 1229, 470, 1339, 2004, 1773, 1121, 1828, 1844, 1929, 2002, 1676, 1453]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388943022719114\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 28\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.9317938160442905, 22), (0.9340711001052557, 24), (0.9341516903186733, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1954, 1614, 1929, 1964, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349734662827642\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 28\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1614, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930998903484672\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 29\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270243406865798, 17), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1745, 1844, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9270780674955248\n", - "Coverage: 0.996875\n", - "Birth Iteration: 29\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9397429416404748, 33), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 1118, 1339, 1121, 1230, 1388, 1446, 1954, 1828, 1929, 1964, 1676, 1453, 1229, 718, 1614, 2002, 1773, 1844, 2004, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404035371777307\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 29\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388943022719114, 30), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1828, 1954, 2002, 1229, 1614, 1844, 1929, 823, 1453, 1509]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396086246181123\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 29\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 1732, 1744, 512, 718, 1118, 1121, 1230, 1388, 1446, 1828, 1954, 2002, 1229, 1614, 1844, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9356340618200201\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 29\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 55, 1732, 1807, 1911, 1744, 1164, 1144, 718, 1909, 1477]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9166904774115401\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 29\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1446, 1954, 2002, 1614, 1844, 1929, 1388, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357683788423827\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 29\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.930998903484672, 20), (0.9317938160442905, 22), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9334910947814175, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1745, 1964, 823, 1121, 1339, 1446, 1828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9334910947814175\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 30\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9334910947814175, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1446, 1954, 1229, 1828, 1964, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342591439365633\n", - "Coverage: 0.996875\n", - "Birth Iteration: 30\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.883331013312038, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1911, 519, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8924780025349286\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 30\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 891, 1745, 1911, 1923, 2007, 1681, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1885, 1886, 1926, 1937, 1954, 1965, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 512, 1446, 519, 1230, 55, 470, 1655, 1118, 1741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425733676208059\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 30\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1388, 1446, 1828, 1954, 2002, 2055, 1229, 1614, 1844, 1929, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388405754629664\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 30\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9365095645930561, 26), (0.9388137120584938, 27), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 1732, 1744, 512, 718, 1118, 1121, 1230, 1388, 1446, 1828, 1954, 2002, 1229, 1614, 1844, 1929, 519, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388137120584938\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 30\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9356340618200201, 24), (0.9357683788423827, 25), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9357683788423827, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1964, 519, 1732, 1744, 512, 718, 1118, 1339, 1121, 1230, 1446, 1954, 2002, 2055, 1229, 1614, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357683788423827\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 30\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9349734662827642, 23), (0.9357683788423827, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1446, 1954, 1229, 1828, 1964, 2002, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9365632914020011\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 31\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1807, 1911, 1744, 1164, 1144, 718, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9212719089379431\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 31\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9396086246181123, 29), (0.9404035371777307, 31), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 1118, 1339, 1230, 1388, 1954, 1828, 1929, 1964, 1676, 1453, 1229, 718, 1614, 2002, 1773, 1844, 2004, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9411984497373491\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 32\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1446, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373313405571471\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 32\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9441900561445153, 84), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 2002, 1977, 1164, 1213, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1640, 209, 891, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1644, 1655, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1965, 1976, 1980, 2005, 2018, 2050, 789, 656, 1550, 1773, 1904, 1559, 1622, 2004, 1637, 55, 470, 805, 1065, 1108, 1121, 1388, 1477, 1580, 1624, 1743, 1767, 1800, 1811, 1847, 2026, 2059, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441900561445153\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9302845811384711, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9441900561445153, 84), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9441900561445153, 84), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 519, 1732, 1744, 512, 1118, 1339, 1121, 1230, 1388, 1446, 1954, 2054]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310794936980895\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 33\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9166904774115401, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9441900561445153, 84), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9441900561445153, 84), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1164, 1911, 519, 1732, 718, 1744, 1807, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9204769963783246\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 33\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9441900561445153, 84), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1950, 203, 1196, 2002, 1977, 1811, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1108, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2020, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9454575204100821\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9462524329697005, 85), (0.9470473455293189, 86)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 2004, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470473455293189\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9098048984196991, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 85)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1911, 1164, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9158418380429765\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 34\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 85)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 512, 1118, 1121, 1388, 1446, 1954, 1229, 718, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310526302936171\n", - "Coverage: 0.996875\n", - "Birth Iteration: 34\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 85)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 223, 823, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 2004, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9455112472190271\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388137120584938, 26), (0.9388405754629664, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1745, 1844, 1964, 1121, 1828, 1446, 519, 1388, 1230, 2002, 55, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9388405754629664\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 35\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1446, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1844, 1453, 1614, 1773, 2004]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396354880225848\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 36\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8544723905255215, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1732, 1911, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8813492267002703\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 36\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7642882785197775\n", - "Coverage: 0.9\n", - "Birth Iteration: 36\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9455112472190271, 84), (0.9470473455293189, 85)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 2004, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470473455293189\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 891, 1745, 1911, 1923, 2007, 1681, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1886, 1926, 1937, 1954, 1965, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 512, 1446, 519, 1230, 55, 470, 1655, 1118, 1960]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425733676208059\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 37\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9253539253539254, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255151057807605\n", - "Coverage: 0.996875\n", - "Birth Iteration: 37\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 20), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 512, 1118, 1121, 1388, 1446, 1954, 1229, 1828, 1964, 718, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342591439365633\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 37\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412253131418217, 48), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1642, 1229, 1724, 2017, 1918, 512, 1118, 1614, 1844, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412790399507667\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 38\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8924780025349286, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1118, 1732, 1911, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8940678276541654\n", - "Coverage: 0.98125\n", - "Birth Iteration: 40\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 891, 1745, 1911, 1923, 2007, 1681, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1108, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1886, 1926, 1937, 1954, 1965, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 512, 1446, 519, 1230, 55, 470, 1655, 1118, 1960, 1904]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9426002310252785\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9310526302936171, 17), (0.9310794936980895, 18), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1118, 1121, 1388, 1446, 1954, 1828, 1964, 718, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9326155920083814\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 40\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 1950, 203, 1196, 2002, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 1590, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1976, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1637, 1327, 1621]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9439214220997902\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8368023757018064, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1118, 1732, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8437685449070649\n", - "Coverage: 0.93828125\n", - "Birth Iteration: 42\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 823, 1339, 1614, 1773, 1844, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9395817612136398\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 42\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 1196, 2002, 1977, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 2004, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9447163346594087\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 82\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9425733676208059, 67), (0.9426002310252785, 68), (0.9433682801804244, 69), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9433682801804244, 67), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 891, 1745, 1911, 1923, 2007, 1681, 1744, 1763, 223, 459, 805, 899, 940, 1065, 1121, 1293, 1364, 1388, 1400, 1461, 1549, 1559, 1567, 1580, 1583, 1624, 1640, 1667, 1732, 1743, 1767, 1800, 1807, 1811, 1828, 1839, 1847, 1850, 1868, 1886, 1926, 1937, 1954, 1965, 1976, 1980, 2002, 2017, 2018, 2020, 2026, 2059, 1477, 1509, 1977, 1164, 512, 1446, 1230, 55, 470, 1655, 1118, 1885, 1971, 1691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433682801804244\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 42\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.9418590452746051, 61), (0.9433682801804244, 67), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1642, 1229, 1724, 2017, 1918, 512, 1118, 1614, 1844, 1964, 1927, 1873, 1741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.943556324011732\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 42\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9470473455293189, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9485834438396108, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1890, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9485834438396108\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.9454575204100821, 83), (0.9485834438396108, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.947815394684465, 83), (0.9485834438396108, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 1640, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1904, 1559, 1622, 2004, 1637, 1378]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947815394684465\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.9447163346594087, 82), (0.947815394684465, 83), (0.9485834438396108, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.947815394684465, 83), (0.9485834438396108, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 1196, 2002, 1977, 1164, 1213, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1400, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.946225569565228\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Iteration: 45\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9395817612136398, 27), (0.9396354880225848, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.947815394684465, 83), (0.9485834438396108, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.947815394684465, 83), (0.9485834438396108, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1446, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1844, 1453, 1614, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396354880225848\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 45\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.947815394684465, 83), (0.9485834438396108, 84)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1825, 1767]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9485834438396108\n", - "Coverage: 1.0\n", - "Birth Iteration: 45\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 823, 1339, 1614, 1773, 1844, 1929, 1446]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404035371777307\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 45\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9171630291174884, 10), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1164, 1911, 519, 1732, 718, 1744, 1807, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9171630291174884\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 45\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7971800751686899, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9171630291174884, 10), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9171630291174884, 10), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 1164, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7988504905013444\n", - "Coverage: 0.9375\n", - "Birth Iteration: 46\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9171630291174884, 10), (0.9204769963783246, 11), (0.9212719089379431, 12), (0.9220668214975616, 13), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1911, 1164, 718, 1909, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9221205483065065\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 46\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9404035371777307, 28), (0.9411984497373491, 29), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1844, 1453, 1614, 1773, 823, 1676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9411984497373491\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 46\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9439214220997902, 79), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 2054]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9454843838145546\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 83)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1622, 2004, 1637, 1590, 1865]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9485834438396108\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9270780674955248, 16), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9278729800551433\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 48\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396354880225848, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 519, 1732, 1744, 512, 1118, 1339, 1230, 1388, 1954, 1828, 1964, 1453, 1229, 718, 1614, 2002, 1773, 1844, 1446, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396623514270572\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 49\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3887122416534181\n", - "Coverage: 0.44765625\n", - "Birth Iteration: 49\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1745, 1580, 1822, 55, 207, 718, 891, 1655, 1681, 1601, 899, 1311, 1606, 2002, 1339, 470, 940, 1800, 2008, 1388, 2065, 1144, 519, 1642, 1229, 2017, 1918, 512, 1118, 1614, 1844, 1964, 823, 1453, 1773, 1828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412253131418217\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 49\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.946225569565228, 80), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 2054, 1622, 1691, 1839, 1927]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947815394684465\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1559, 2004, 1637, 1590, 1865, 1177]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9462524329697005\n", - "Coverage: 1.0\n", - "Birth Iteration: 50\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 19), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1118, 1121, 1388, 1446, 1954, 1229, 1828, 1964, 718, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342591439365633\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 51\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Iteration: 53\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1745, 1844, 1964, 1121, 1828, 1446, 1388, 1230, 2002, 55]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9373313405571471\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 54\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1446, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9380725263078205\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 54\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 1549, 512, 1937, 1252, 940, 223, 1311, 2017, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1825, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493514929947567\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1642, 1229, 1724, 2017, 1918, 512, 1614, 1844, 1964, 1927, 1873, 1741, 958, 506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450386955130787\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 57\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 44), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1642, 1229, 1724, 2017, 512, 1118, 1614, 1844, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412790399507667\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 57\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8940678276541654, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1118, 1732, 1164, 718, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8956576527734024\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 58\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9462524329697005, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1868, 1881, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 2050, 1932, 1691, 1601, 789, 656, 1396, 1550, 1773, 1559, 2004, 1637, 1590, 1865, 1177, 1327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470473455293189\n", - "Coverage: 1.0\n", - "Birth Iteration: 59\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 85)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 2017, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1825, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 2061, 1918]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493514929947567\n", - "Coverage: 1.0\n", - "Birth Iteration: 59\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.9380725263078205, 24), (0.9388405754629664, 25), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1118, 1121, 1388, 1446, 1954, 1828, 1964, 718, 1230, 823, 1229, 1339, 1614, 1676, 1745, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.938867438867439\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 59\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9485834438396108, 81), (0.9493514929947567, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1293, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493514929947567\n", - "Coverage: 1.0\n", - "Birth Iteration: 60\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326155920083814, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 1909, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9326693188173265\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 60\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9412790399507667, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1642, 1229, 1724, 2017, 512, 1614, 1844, 1964, 1873, 1741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418590452746051\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 60\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 1339, 1844, 1773, 823, 1446, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9389211656763838\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 61\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 17), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 1909, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9326693188173265\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 61\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 62\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9278729800551433, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1118, 1732, 1164, 718, 1909, 512, 1954, 1580, 1229, 1614, 1964, 1744, 470, 1144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9311332205070346\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 62\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9255151057807605, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9270243406865798\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 62\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9389211656763838, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1745, 1844, 1964, 1121, 1828, 1446, 1388, 1230, 2002, 55, 1339, 1676, 1614, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396354880225848\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 62\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 63\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1911, 1164, 718, 1909, 1229, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.922915460866125\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 63\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9365632914020011, 21), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1118, 1121, 1388, 1446, 1954, 1964, 718, 1230, 1229, 1339, 1614, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937277613748202\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 63\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.8956576527734024, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 55, 1732, 1911, 1164, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.896978843847914\n", - "Coverage: 0.9671875\n", - "Birth Iteration: 63\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396354880225848, 26), (0.9396623514270572, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1745, 1844, 1964, 1828, 1446, 1388, 1230, 2002, 55, 1339, 1676, 1614, 1932]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396623514270572\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 64\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 718, 823, 1121, 1339, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357415154379101\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 64\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9373313405571471, 22), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1964, 1121, 1828, 1446, 1388, 1230, 2002, 55, 1339, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9380725263078205\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 64\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 718, 1909, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341785537231457\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 64\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9326693188173265, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 1909, 718, 1453]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9334105045679999\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 65\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 81)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493514929947567\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1453, 1614, 1773, 823, 1676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404304005822033\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 65\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1318, 512, 1937, 1252, 940, 223, 823, 1311, 2017, 1950, 203, 1196, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1753, 1763, 1807, 1881, 1909, 1911, 1953, 1954, 1955, 1965, 1980, 2005, 2006, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 2054, 1622, 1691, 1839, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.946225569565228\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.943556324011732, 47), (0.9450386955130787, 48), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1229, 1724, 2017, 1918, 512, 1614, 1844, 1964, 1927, 1873, 1741, 958, 506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450386955130787\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 65\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9342591439365633, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 1118, 1144, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 718, 1121, 1339, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349466028782917\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 65\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.947815394684465, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9485834438396108\n", - "Coverage: 1.0\n", - "Birth Iteration: 66\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 24), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1964, 1121, 1828, 1446, 1388, 1230, 2002, 55, 1339, 1614, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.938867438867439\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 66\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9334105045679999, 16), (0.9341785537231457, 17), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 718, 1909, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349197394738191\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 66\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 67\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.9357415154379101, 19), (0.937277613748202, 20), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1121, 1388, 1446, 1954, 1964, 718, 1229, 1614, 512, 1396, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937385067366092\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 68\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 809, 1873]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9501195421499027\n", - "Coverage: 1.0\n", - "Birth Iteration: 68\n", - "Rule Count: 82\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1745, 1580, 1822, 55, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 519, 1229, 1724, 2017, 1918, 512, 1614, 1844, 1964, 1873, 1741, 958, 506, 1118, 1453, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9427614114521135\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 68\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9160030184698116, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1732, 1911, 1164, 718, 1909, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9211913187245255\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 68\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9470473455293189, 78), (0.9485834438396108, 79), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9485834438396108\n", - "Coverage: 1.0\n", - "Birth Iteration: 69\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1964, 1121, 1828, 1388, 1230, 2002, 55, 1339, 1614, 823, 1453, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396354880225848\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 70\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9454843838145546, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 823, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 2040, 1230, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 2054, 809, 1572, 1642, 1767, 1873, 1923, 2008, 1673]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9461987061607555\n", - "Coverage: 1.0\n", - "Birth Iteration: 70\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9427614114521135, 46), (0.9450386955130787, 47), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1229, 1724, 2017, 1918, 512, 1614, 1844, 1964, 1927, 1873, 1741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450386955130787\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 71\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 41), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1745, 1580, 1822, 55, 207, 718, 891, 1655, 1681, 1601, 899, 1311, 1606, 2002, 1339, 470, 1800, 2008, 1388, 2065, 1144, 519, 1642, 1229, 2017, 1918, 512, 1118, 1614, 1964, 823, 1453, 1773, 1828, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412253131418217\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 71\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 1994, 2008, 1388, 2065, 1144, 1660, 519, 1229, 1724, 2017, 1918, 512, 1614, 1964, 1873, 1741, 958, 506, 1882]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450655589175513\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 71\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 809, 1873, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9508875913050486\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9158418380429765, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 55, 1732, 1911, 1164, 718, 1909, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9190214882814502\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 71\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 716, 1532, 1681, 2056, 1209, 209, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9462792963741731\n", - "Coverage: 1.0\n", - "Birth Iteration: 73\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9349466028782917, 18), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 718, 1396, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9350003296872367\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 73\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 74\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 899, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 2008, 1388, 2065, 1144, 1660, 519, 1229, 2017, 1918, 512, 1614, 1964, 823, 1118, 1453, 1905, 1177]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412790399507667\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 74\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9051966034888236, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 1118, 1732, 1911, 519, 1164, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9096974448018091\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 74\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9461987061607555, 75), (0.946225569565228, 76), (0.9462792963741731, 77), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1252, 940, 223, 1311, 2017, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1807, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 2054, 1622, 1691, 1839, 1559, 1642, 1767, 1847, 1885, 1923, 2018, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470204821248465\n", - "Coverage: 1.0\n", - "Birth Iteration: 74\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9311332205070346, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 1909, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9326424554128538\n", - "Coverage: 0.996875\n", - "Birth Iteration: 74\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396354880225848, 23), (0.9396623514270572, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1964, 1121, 1828, 1446, 1388, 1230, 2002, 55, 1339, 1614, 823, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396623514270572\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 75\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 19), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1121, 1388, 1446, 1954, 1964, 718, 1229, 1614, 1396, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937385067366092\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 75\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470204821248465, 74), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1252, 940, 223, 1311, 2017, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 716, 1532, 1681, 1850, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1807, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 2054, 1622, 1691, 1839, 1559, 1642, 1767, 1847, 1885, 1923, 2018, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9470473455293189\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9412253131418217, 40), (0.9412790399507667, 42), (0.9418590452746051, 43), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 2002, 1339, 470, 940, 1800, 1909, 1388, 2065, 1144, 1660, 519, 1229, 2017, 1918, 512, 1614, 1964, 1873, 1882, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9442437829534605\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 75\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1121, 1388, 1446, 1954, 1964, 718, 1229, 1614, 1396, 1909, 1828, 1230, 2002, 823, 2008, 1339, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9397698050449473\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 76\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450386955130787, 44), (0.9450655589175513, 46), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 2008, 1388, 2065, 1144, 1660, 519, 1229, 1724, 2017, 512, 1614, 1844, 1964, 1927, 1873, 899, 1882, 1160]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450655589175513\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 76\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 809, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493783563992293\n", - "Coverage: 1.0\n", - "Birth Iteration: 76\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9326424554128538, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 1446, 1909, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9334105045679999\n", - "Coverage: 0.996875\n", - "Birth Iteration: 77\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9270243406865798, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9270243406865798, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1388, 1446]\n", - "Fitness: 1.0\n", - "Accuracy: 0.924612739603252\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 77\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9270243406865798, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 1732, 1164, 718, 1909, 1229, 470, 1144, 1580, 1614, 1655, 1964, 2008, 1976]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303114445429437\n", - "Coverage: 0.99375\n", - "Birth Iteration: 77\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 80), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1691, 1743, 1847, 1918, 1923, 809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493514929947567\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 2008, 1388, 1144, 1660, 519, 1229, 2017, 512, 1614, 1844, 1964, 1927, 1873, 899, 1882, 1160, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9442706463579329\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 78\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 809, 1963, 1873, 1938, 1583]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9509144547095212\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.924612739603252, 13), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1118, 1732, 1911, 1164, 718, 1909, 1229, 1811, 1395]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9253001985449802\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 78\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9349197394738191, 16), (0.9350003296872367, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 718, 1396, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357683788423827\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 79\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501195421499027, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 809, 1938, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9501464055543751\n", - "Coverage: 1.0\n", - "Birth Iteration: 80\n", - "Rule Count: 82\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 2002, 1339, 470, 1800, 1909, 1388, 2065, 1144, 1660, 519, 1229, 2017, 1918, 512, 1614, 1964, 1873, 1882, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9419396354880226\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 80\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9253001985449802, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 1164, 55, 470, 718, 1144, 1229, 1580, 1614, 1909, 1679]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255419691852329\n", - "Coverage: 0.99375\n", - "Birth Iteration: 81\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1691, 1743, 1847, 1918, 1923, 809, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947815394684465\n", - "Coverage: 1.0\n", - "Birth Iteration: 81\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1807, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 1622, 1691, 1839, 1559, 1642, 1767, 1847, 1885, 1923, 2018, 1549, 1572, 1743, 2006, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9477885312799924\n", - "Coverage: 1.0\n", - "Birth Iteration: 81\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1743, 1918, 1923, 809, 1963, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493783563992293\n", - "Coverage: 1.0\n", - "Birth Iteration: 81\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1691, 1743, 1847, 1918, 1923, 809, 1642, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9501195421499027\n", - "Coverage: 1.0\n", - "Birth Iteration: 82\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1807, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2050, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 1622, 1691, 1839, 1559, 1642, 1767, 1847, 1885, 1923, 2018, 1549, 1572, 1743, 2006, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.946993618720374\n", - "Coverage: 1.0\n", - "Birth Iteration: 83\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9411984497373491, 28), (0.9419396354880226, 38), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1844, 1453, 1614, 1773, 823, 1676, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9420470891059126\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 83\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493514929947567, 79), (0.9493783563992293, 80), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1572, 1642, 1691, 1743, 1847, 1923, 1963, 1080, 1886]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493783563992293\n", - "Coverage: 1.0\n", - "Birth Iteration: 84\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9442706463579329, 43), (0.9450655589175513, 44), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 207, 718, 891, 1655, 1681, 1601, 1559, 1311, 1606, 2002, 1339, 470, 940, 1800, 1909, 2008, 1388, 2065, 1144, 1660, 519, 1229, 1724, 2017, 512, 1614, 1844, 1964, 1873, 899, 1882]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450655589175513\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 84\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9221205483065065, 10), (0.922915460866125, 11), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1655, 55, 1732, 1911, 1164, 718, 1909, 1229, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9236297832123259\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 85\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9334105045679999, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 718, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341785537231457\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 86\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9397698050449473, 25), (0.9404304005822033, 27), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9412790399507667, 25), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1453, 1614, 1773, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412790399507667\n", - "Coverage: 0.996875\n", - "Birth Iteration: 86\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9412790399507667, 25), (0.9420470891059126, 28), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1844, 1453, 1614, 1773, 823, 1676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9420470891059126\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 87\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1118, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 718, 1396, 1909, 1667]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357952422468552\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 87\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 718, 1118, 1144, 1164, 1229, 1580, 1744, 1954, 1964, 1121, 1828, 1446, 1388, 1230, 2002, 55, 1339, 1614, 512, 823, 1745, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9405109907956207\n", - "Coverage: 0.996875\n", - "Birth Iteration: 87\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 78), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 77), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9485834438396108\n", - "Coverage: 1.0\n", - "Birth Iteration: 88\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 77), (0.9493783563992293, 79), (0.9501195421499027, 81), (0.9501464055543751, 82), (0.9508875913050486, 83), (0.9509144547095212, 84)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 77), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1572, 1642, 1691, 1743, 1847, 1923, 809, 1963, 1679, 1800, 1956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9509144547095212\n", - "Coverage: 1.0\n", - "Birth Iteration: 88\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Iteration: 89\n", - "Iteration: 90\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9485834438396108, 77), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1461, 1158, 716, 1532, 1681, 2056, 1209, 209, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1868, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1885, 1572, 1642, 1691, 1743, 1847, 1918, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493514929947567\n", - "Coverage: 1.0\n", - "Birth Iteration: 90\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 716, 1532, 1681, 2056, 1209, 636, 1144, 1208, 1339, 1364, 1567, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1807, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 1932, 1601, 789, 656, 1396, 1550, 1773, 1637, 1590, 1865, 1622, 1691, 1839, 1559, 1642, 1767, 1847, 1885, 1923, 2018, 1549, 1572, 1743, 2006, 2008, 1868, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9461987061607555\n", - "Coverage: 1.0\n", - "Birth Iteration: 91\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 12), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 1164, 55, 470, 718, 1144, 1229, 1580, 1614, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255419691852329\n", - "Coverage: 0.99375\n", - "Birth Iteration: 91\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 39), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1744, 1954, 1164, 1230, 1446, 1745, 1580, 1822, 55, 1066, 718, 891, 1655, 1681, 1601, 899, 1559, 1311, 2002, 1339, 470, 940, 1800, 1909, 1388, 2065, 1144, 1660, 519, 1229, 2017, 512, 1614, 1964, 1873, 1882, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9442437829534605\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 91\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9303114445429437, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 470, 1164, 1580, 1732, 1744, 1388, 1446, 1954, 1964, 718, 1229, 1614, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9333299143545823\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 91\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9461987061607555, 71), (0.946993618720374, 72), (0.9470473455293189, 73), (0.9477885312799924, 74), (0.947815394684465, 75), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1213, 958, 1855, 2046, 1230, 1080, 1461, 1158, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1567, 1606, 1727, 1732, 1740, 1744, 1745, 1807, 1839, 1909, 1911, 1953, 1954, 1955, 1980, 2005, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 1885, 1691, 1743, 1847, 1923, 1318, 1164, 1583, 2050, 1926, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486640340530283\n", - "Coverage: 1.0\n", - "Birth Iteration: 92\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420470891059126, 27), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 519, 1339, 1453, 1614, 1773, 823, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9420739525103852\n", - "Coverage: 0.996875\n", - "Birth Iteration: 93\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9380725263078205, 21), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1744, 1121, 1388, 1446, 1954, 1964, 718, 1229, 1614, 1396, 1909, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9381799799257104\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 93\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8813492267002703, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 1732, 1911, 1164, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8858500680132558\n", - "Coverage: 0.9671875\n", - "Birth Iteration: 94\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9341785537231457, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 718, 1909, 55, 1121]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349734662827642\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 95\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 96\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 718, 1396, 1909, 1667, 55, 1121, 1144, 1988]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9382068433301829\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 96\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9236297832123259, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 470, 1144, 1164, 1580, 1732, 1388, 718, 1614, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9249619638613946\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 96\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.896978843847914, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1118, 1732, 1164, 55, 718, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8985686689671509\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 96\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 1164, 55, 470, 718, 1229, 1580, 1614, 1909, 1121, 1388, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9286141658058167\n", - "Coverage: 0.99375\n", - "Birth Iteration: 96\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9412790399507667, 25), (0.9420739525103852, 26), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 1144, 1164, 1580, 1745, 1732, 1744, 512, 1118, 1121, 1230, 1388, 1954, 1229, 1828, 1964, 2002, 718, 1339, 1453, 1614, 1773, 823, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9420739525103852\n", - "Coverage: 0.996875\n", - "Birth Iteration: 97\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.938867438867439, 22), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 470, 512, 1164, 1229, 1580, 1614, 1744, 1954, 1964, 1388, 718, 1396, 1909, 1667, 55, 1121, 1144, 1988, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9390017558898014\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 97\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 79), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1549, 512, 1937, 1252, 940, 223, 1311, 1950, 203, 2002, 1977, 1164, 1213, 958, 1855, 2046, 1230, 1927, 1461, 716, 1532, 1681, 2056, 1209, 209, 636, 891, 1144, 1208, 1339, 1364, 1411, 1567, 1583, 1606, 1644, 1655, 1727, 1732, 1740, 1744, 1745, 1763, 1807, 1839, 1909, 1911, 1953, 1954, 1955, 1980, 2006, 2018, 1932, 1601, 789, 656, 1396, 1550, 1773, 1559, 1622, 2004, 1637, 1590, 1865, 1767, 2008, 1572, 1642, 1691, 1743, 1847, 1923, 1963, 1080, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9493783563992293\n", - "Coverage: 1.0\n", - "Birth Iteration: 97\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8437685449070649, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1118, 1732, 1164, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8467332879097584\n", - "Coverage: 0.9453125\n", - "Birth Iteration: 97\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9279267068640883, 12), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 1732, 1164, 55, 470, 718, 1144, 1229, 1580, 1614, 1909, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9279267068640883\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 97\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9279267068640883, 12), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357683788423827, 16), (0.9357952422468552, 17), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9279267068640883, 12), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357952422468552, 16), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1164, 1732, 1744, 1388, 1954, 1964, 718, 1229, 1614, 1396, 1909, 1963, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357952422468552\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 98\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9279267068640883, 12), (0.9286141658058167, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357952422468552, 16), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9279267068640883, 12), (0.9295165319833252, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357952422468552, 16), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1655, 55, 470, 1144, 1164, 1580, 1732, 1121, 1964, 718, 1229, 1614, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9295165319833252\n", - "Coverage: 0.99375\n", - "Birth Iteration: 98\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9279267068640883, 12), (0.9295165319833252, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357952422468552, 16), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.7988504905013444, 3), (0.8467332879097584, 4), (0.8858500680132558, 5), (0.8985686689671509, 6), (0.9096974448018091, 7), (0.9190214882814502, 8), (0.9211913187245255, 9), (0.9249619638613946, 10), (0.9255419691852329, 11), (0.9289633900639593, 12), (0.9295165319833252, 13), (0.9333299143545823, 14), (0.9349734662827642, 15), (0.9357952422468552, 16), (0.937385067366092, 18), (0.9381799799257104, 19), (0.9382068433301829, 20), (0.9390017558898014, 21), (0.9396623514270572, 23), (0.9405109907956207, 24), (0.9420739525103852, 25), (0.9442437829534605, 38), (0.9450655589175513, 42), (0.9486640340530283, 71), (0.9493514929947567, 76), (0.9493783563992293, 77), (0.9509144547095212, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 470, 1164, 1229, 1580, 1614, 1954, 1964, 718, 1909, 1667, 55]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9289633900639593\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 98\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 99\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.6516447577351235\n", - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [1, 0, 2], [1, 0, 2], [0, 1, 2], [2, 1, 0], [0, 2, 1], [0, 2, 1], [1, 0, 2], [1, 2, 0], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1], [1, 0, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [2, 0, 1], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 0, 1], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 0, 1], [0, 1, 2], [2, 1, 0], [1, 2, 0], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2]]\n", - "Average States: 2.99\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.797 0.943 0.0 0.012 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.029 0.726 0.0 0.018 0.009 0.011 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.036 0.005 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.874 1.943 0.001 0.027 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.067 1.566 0.0 0.041 0.021 0.023 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.095 0.011 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.862 2.969 0.001 0.041 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.11 2.422 0.0 0.064 0.034 0.034 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.161 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.909 3.944 0.002 0.06 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.165 3.189 0.0 0.093 0.048 0.047 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.244 0.023 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.902 4.957 0.002 0.079 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.224 3.978 0.0 0.123 0.064 0.059 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.335 0.03 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.918 6.006 0.002 0.098 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.287 4.79 0.0 0.154 0.08 0.072 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.433 0.037 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.925 7.04 0.003 0.119 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.354 5.576 0.0 0.188 0.097 0.085 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.536 0.045 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.916 8.099 0.003 0.142 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.426 6.366 0.0 0.225 0.114 0.097 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.647 0.052 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.92 9.154 0.003 0.163 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.499 7.156 0.0 0.259 0.131 0.11 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.758 0.06 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.924 10.21 0.003 0.184 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.571 7.95 0.0 0.294 0.149 0.123 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.868 0.067 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 268\n", - "Post-Cleaning Population Size: 268\n", - "Post-Subsumption Compaction Population Size: 214\n", - "6 rules subsumed with a specificity of 2\n", - "9 rules subsumed with a specificity of 3\n", - "21 rules subsumed with a specificity of 4\n", - "13 rules subsumed with a specificity of 5\n", - "4 rules subsumed with a specificity of 6\n", - "1 rules subsumed with a specificity of 7\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.8832992656522068, 34)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1539, 1740, 1753, 1798, 1829, 1993, 1950, 1918, 1477, 2042, 1118, 1905, 1509, 1847, 1631, 718, 459, 1580, 1196, 2020, 223, 1196, 1956, 1477, 1411, 2015, 506, 899, 1740, 1121, 1929, 1676, 2012, 1539]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8832992656522068\n", - "Coverage: 0.975\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8832992656522068, 34)]\n", - "[(0.8832992656522068, 34), (0.9012647779251195, 42)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [656, 1960, 1971, 1164, 2005, 1881, 891, 1642, 1681, 209, 1642, 1850, 1208, 1611, 1926, 1971, 1229, 1740, 2022, 1614, 2004, 1209, 2004, 1994, 2054, 1642, 1637, 958, 2012, 1991, 203, 1850, 1679, 1767, 2054, 1644, 1567, 1642, 1660, 1631, 1590, 1853]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9012647779251195\n", - "Coverage: 0.978125\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8832992656522068, 34), (0.9012647779251195, 42)]\n", - "[(0.8832992656522068, 34), (0.9159492916608666, 40)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1825, 1898, 1378, 2061, 1977, 519, 2006, 1230, 1850, 1800, 1177, 1121, 1400, 1396, 1679, 1965, 958, 2056, 1691, 1964, 1839, 1065, 1993, 1642, 823, 958, 2031, 55, 2053, 2012, 1395, 1108, 1763, 1853, 1158, 2026, 1177, 55, 1981, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9159492916608666\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8832992656522068, 34), (0.9159492916608666, 40)]\n", - "[(0.8613848329218348, 15), (0.8832992656522068, 34), (0.9159492916608666, 40)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1873, 1583, 1965, 809, 940, 1811, 656, 718, 1993, 5, 1953, 1378, 1411]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8613848329218348\n", - "Coverage: 0.9625\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8832992656522068, 34), (0.9159492916608666, 40)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1860, 2008, 1673, 1807, 1676, 1378, 1918, 1455, 1937, 1993, 1080, 1532, 1923, 1118, 459, 503, 1773, 1763, 1839, 805, 718, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8922362318946759\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40), (0.929194171129655, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1066, 1850, 503, 47, 1853, 1667, 1339, 2040, 1928, 1080, 718, 1327, 1631, 1552, 1800, 2010, 1108, 2059, 1966, 1606, 1963, 1811, 1850, 1929, 1829, 1559, 1318, 1118, 207, 2042, 1886, 1229, 1311, 2015, 1637, 1844, 1509, 1753, 1732, 1932, 1164, 1960, 2026, 1528, 1601, 1461, 2048, 1640, 1862, 209, 1797, 2020, 2019, 2017, 1929, 1679, 5, 1822, 1811, 1455, 1364, 1621, 1911, 1955, 1953, 1854, 1461, 2026, 1637, 1935, 1966, 1144, 1981, 2055, 1965, 1066, 1208, 1743, 958, 1631, 2059, 1509, 1637, 1293, 2017, 1727, 2026, 2052, 1327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.929194171129655\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40), (0.929194171129655, 89)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2006, 2005, 1583, 1621, 1196, 1614, 1673, 1964, 1849, 1745, 1311, 809, 1928, 1580, 1252, 1477, 209, 1144, 43, 2055, 1502, 1229, 1963, 1724, 1732, 1528, 1631, 2053, 1727, 1807, 1993, 1981, 1909, 2007, 1855, 1580, 1549, 1829, 1642, 1976, 1679, 1850, 1066, 2026, 1865, 1927, 1396, 1539, 1637, 1923, 1563, 1881, 1065, 1121, 459, 1676, 1828, 1950, 207, 1807, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9189836353024209\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89), (0.9294518155998233, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1991, 1144, 1196, 1624, 805, 1993, 1800, 1210, 1532, 1590, 2007, 1213, 1209, 1741, 1640, 1637, 2028, 1890, 2065, 1823, 1811, 1590, 1928, 1615, 1905, 1066, 1655, 1847, 1118, 519, 1767, 1477, 519, 55, 1252, 1158, 1655, 1615, 459, 1411, 1882, 2008, 1927, 1825, 2026, 1642, 1965, 1802, 1865, 1862, 1252, 470, 1378, 1882, 2054, 1611, 1744, 1550, 1572, 1797, 2007, 2026, 1213, 1862, 1928, 1798, 1229, 1904, 512, 1745, 1740, 1144, 1727, 1614, 1976, 1065, 1854, 1477, 1850, 1590, 1763, 1994, 636, 2012, 1868, 716, 1740, 2010, 899, 2031, 716, 1886, 203, 506, 1606, 1822, 2020, 2022, 1855, 1631, 1378, 1655, 1395, 789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9294518155998233\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 104\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89), (0.9294518155998233, 104)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89), (0.9294518155998233, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1624, 1745, 1453, 1988, 1660, 1991, 1811, 2056, 1539, 1823, 2028, 1318, 1318, 1621, 1745, 1851, 1583, 1080, 1911, 55, 2017, 1822, 2031, 1177, 1679, 636, 2059, 1929, 1828, 1807, 1118, 809, 1080, 503, 1640, 503, 1559]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8977737564075325\n", - "Coverage: 0.990625\n", - "Birth Iteration: 0\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89), (0.9294518155998233, 104)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1853, 1822, 1928, 2000, 805, 1727, 1929, 2000, 1252, 1954, 1681, 1927, 1800, 1950, 2002, 1550, 1606, 1932, 1655, 2018, 2061, 1196, 1873, 503, 2053, 1860, 956, 1853, 1980, 1763, 891, 885, 1208, 1909, 1926, 1108, 958, 1655, 55, 1411, 1963, 1411, 1528, 1862, 1580, 1144, 2017, 1935, 1966, 1339, 1160, 1860, 2052, 1953, 1601, 1066, 5, 1606, 1954, 1965, 2065, 718, 1378, 1849, 1563, 1797, 1622, 1850, 1937, 1642, 1847, 1855, 780, 1339, 1177, 1236, 2048, 1980, 1955, 1798, 1229, 2000, 958, 1065, 1611, 2020, 1196, 1209, 2007, 1860, 2007, 1839, 1950, 1230, 1923, 2006, 940, 1395, 718, 1767, 1144, 2048, 1865, 1745, 1855, 2005, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9343018811709514\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 107\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [885, 1196, 1994, 1849, 1923, 1929, 2015, 1177, 2015, 2017, 1378, 1621, 1411, 1798, 1743, 1550, 1208, 1676, 2007, 1956, 1611, 805, 1994, 1164, 1839, 1318, 1624, 1614, 1691, 43, 1400, 1108, 1918, 207, 1807, 2012, 805, 1339, 1660, 1395, 1411, 1327, 55, 1364, 1177, 1825, 1960, 2005, 207, 2022, 1160, 1208, 1923, 1963, 1509, 1724, 1882, 789, 940, 1461, 2012, 1691, 1847, 203, 1080, 1660, 809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9257996136554011\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9189836353024209, 61), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9219056410707265, 55), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1552, 1509, 207, 1229, 2012, 1644, 1850, 958, 1881, 2042, 1461, 2031, 1825, 1164, 1318, 2055, 1923, 1400, 47, 1905, 1853, 1873, 1991, 805, 1601, 1614, 1502, 2053, 1926, 805, 1614, 2053, 1660, 1829, 823, 209, 1378, 636, 1567, 1388, 1773, 1559, 1606, 1960, 1590, 1847, 1976, 506, 5, 1673, 2048, 2012, 1965, 1898, 1364]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9219056410707265\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8977737564075325, 37), (0.9159492916608666, 40), (0.9219056410707265, 55), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9219056410707265, 55), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1502, 1975, 1798, 1800, 1828, 1802, 1640, 718, 1691, 1853, 1144, 1868, 1509, 809, 1926, 1590, 1890, 1855, 1955, 2048, 1318, 1637, 1965, 1388, 1926, 1860, 1732, 209, 470, 209, 1614, 1157, 1882]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8997018162103552\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9219056410707265, 55), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1528, 2053, 1802, 1829, 1905, 1935, 780, 459, 2053, 1583, 2018, 1453, 512, 940, 780, 1622, 1580, 1339, 1860, 1980, 718, 1552, 1567, 1388, 1904, 1853, 1563, 1953, 2052, 1732, 1364, 1929, 1923, 1477, 2008, 2007, 2031, 1396, 1911, 1798, 1753, 1209, 636, 512, 1160, 1950, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9169481218817082\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9257996136554011, 67), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1158, 1691, 1673, 1528, 1823, 1850, 1532, 1676, 1364, 1293, 1631, 1927, 1929, 1960, 1927, 1905, 1640, 1773, 1121, 1811, 1477, 1847, 1318, 2000, 958, 1624, 1252, 805, 459, 1825, 1327, 1679, 1823, 1825, 1763, 1673, 1642, 2056, 1164, 1854, 1993, 1208, 1567, 1455, 47, 1953, 1631, 2022, 1615, 2040, 1954, 1993, 1955, 1236, 2005, 1660, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9284529853789816\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 0\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.929194171129655, 89), (0.9294518155998233, 104), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 718, 1208, 1950, 1773, 1844, 1740, 891, 1825, 1811, 1679, 1994, 1909, 2017, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 1971, 512, 1673, 1065, 1980, 1318, 2026, 1724, 203, 1293, 1745, 1964, 1590, 43, 1667, 1882, 1210, 1339, 1904, 1461, 1236, 809, 1572, 1164, 1590, 1991, 470, 789, 1400, 1673, 1828, 1477, 958, 1144, 1601, 1673, 1327, 1388, 1667, 1966, 1977, 1904, 1956, 1614, 1932, 958, 2031, 1446, 1956, 1955, 1339, 1807, 1252, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9296667228356033\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1839, 823, 2004, 1740, 891, 2000, 2050, 1655, 2012, 470, 1926, 1960, 899, 43, 223, 1727, 1667, 1745, 1956, 1993, 1849, 1559, 1229, 506, 1230, 1559, 1804, 1849, 1965, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8959848978824311\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 0\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 1882, 1829, 1567, 2054, 1388, 1753, 1953, 1213, 2026, 1932, 1854, 1937, 1679, 1660, 1851, 512, 1572, 2028, 1396, 1411, 1854, 1655, 940, 2026, 1453, 1994, 1938, 1455, 1923, 1559, 1065, 1994, 2036, 1727, 1528, 1580, 1157, 1932, 2006, 1994, 2050, 1988, 519, 1640, 1732, 1741, 1798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9191716791337285\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 0\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1851, 1955, 1800, 1615, 1965, 1590, 1196, 2012, 1973, 1980, 2022, 1964, 1971, 1590, 1673, 1965, 891, 1509, 1567, 55, 1773, 1928, 1121, 2040, 1849, 1583, 1923, 1977, 780, 1552, 1847, 1230, 1882, 940, 2012, 1829, 1567, 1395, 1640, 1396, 958, 2065, 1855, 1622, 1860, 1655, 2059, 1177, 223, 1455, 1502, 1411, 2046, 1622, 1911, 1673, 1640, 1807, 1847, 1854, 1411, 1822, 1590, 1950, 1209, 1642, 809, 1980, 2054, 470, 1446, 2056, 1926, 1158, 1732, 512, 1252, 1971, 805, 1691, 43, 656, 203, 1886, 506, 780, 899, 1229, 1822, 1965, 1681, 1881, 1121, 1550, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9318096898742061\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9325081383904914, 98), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1745, 2031, 1455, 1828, 2019, 1988, 2012, 1318, 1724, 2017, 1993, 1926, 1601, 1446, 1905, 1744, 2053, 1590, 1847, 2048, 1461, 506, 1741, 1909, 47, 1773, 1637, 503, 1850, 1955, 1583, 1563, 1873, 1743, 203, 1691, 1691, 1851, 1807, 2065, 1741, 1552, 1455, 1822, 1637, 2005, 1681, 1954, 1549, 1621, 1559, 1911, 2002, 1927, 2008, 209, 1121, 636, 209, 1977, 2052, 47, 1590, 636, 1741, 1236, 1318, 899, 1928, 207, 1396, 1881, 1395, 2055, 1509, 512, 2042, 1862, 636, 1811, 1988, 1966, 1550, 1741, 1955, 1549, 1477, 1691, 1753, 1825, 1823, 1580, 1873, 2004, 1965, 1763, 1991, 1293]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9325081383904914\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9219056410707265, 55), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9325081383904914, 98), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9325081383904914, 98), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1811, 1550, 1364, 2053, 1923, 1502, 1740, 1601, 1066, 1923, 1932, 1847, 1825, 1144, 470, 1118, 1994, 1453, 1509, 1744, 2065, 2020, 1446, 1293, 1882, 2010, 1655, 1850, 459, 1911, 2055, 2048, 1364, 1965, 1926, 1611, 1740, 1196, 1981, 1679, 2042, 2005, 718, 1144, 1825, 1453, 1388, 1549, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9234417393810184\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9325081383904914, 98), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9325081383904914, 98), (0.9343018811709514, 107)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1994, 1611, 1851, 1327, 2019, 2026, 1885, 1839, 2026, 1953, 1164, 1798, 1865, 1767, 1950, 1552, 519, 1745, 1905, 1955, 1868, 1631, 1988, 1229, 512, 1955, 1673, 2022, 1862, 1926, 1909, 1929, 1590, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9061685703051927\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9318096898742061, 95), (0.9325081383904914, 98), (0.9343018811709514, 107)]\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1954, 1673, 780, 1829, 1965, 2048, 958, 1339, 2048, 805, 1590, 2055, 1327, 1988, 1975, 1655, 2036, 1980, 1230, 1825, 1539, 1691, 1932, 1743, 1929, 1886, 2000, 1453, 519, 2061, 1994, 1583, 1964, 789, 2008, 1318, 1455, 1911, 1644, 1839, 1411, 1980, 718, 1977, 1400, 1164, 1851, 1567, 1660, 1539, 1502, 1552, 1763, 1252, 885, 2004, 1971, 1327, 519, 718, 1580, 207, 1080, 223, 47, 1898, 1364, 1177, 1881, 1676, 1904, 1977, 1622, 503, 1567, 1828, 1740, 1938, 1839, 1611, 1744, 1552, 1509, 1549, 1980, 1378, 1144, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347854224514567\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2036, 636, 1909, 2036, 1881, 1311, 1396, 1732, 209, 1606, 1411, 1611, 2065, 1563, 636, 2028, 1477, 1528, 5, 2019, 1611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8809731390376552\n", - "Coverage: 0.9625\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1798, 1800, 1828, 1802, 1640, 718, 1691, 1853, 1144, 1868, 1509, 809, 1590, 1890, 1855, 1955, 2048, 1318, 1388, 1926, 1860, 1732, 470, 209, 1614, 1157, 1882, 43, 823, 891, 958, 1065, 1164, 1210, 1236, 1339, 1446, 1461, 1477, 1549, 1572, 1601, 1606, 1667, 1740, 1807, 1811, 1904, 1909, 1956, 1966, 1971, 1991, 1994, 2008, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9241023349182742\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1847, 1882, 1829, 1567, 2054, 1388, 1753, 1953, 1213, 2026, 1932, 1854, 1937, 1679, 1660, 1851, 512, 1572, 2028, 1396, 1411, 1854, 1655, 940, 2026, 1453, 1994, 1938, 1455, 1923, 1559, 1065, 1994, 2036, 1727, 1528, 1580, 1157, 1932, 2006, 1994, 2050, 1988, 519, 1640, 1732, 1741, 1798, 1667, 1673, 1164, 1293, 1549, 1807, 1811, 789, 1950, 1825, 1955, 1828, 1956, 1318, 1446, 809, 43, 1964, 1966, 1327, 1971, 1844, 1461, 1590, 823, 1208, 1977, 1210, 1339, 1980, 1724, 958, 1601, 1477, 1606, 1991, 203, 1740, 718, 1743, 1614, 1745, 1364, 1236, 470, 2008, 2017, 2019, 1252, 1773, 2031, 1904, 1909, 1400, 891, 1144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.939731952065918\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 104\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9296667228356033, 76), (0.9347854224514567, 88), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 2026, 1724, 1293, 1745, 1882, 1210, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1938, 1988, 2036, 2050, 2054, 1196, 1850, 1209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9361872037393859\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9159492916608666, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1994, 1611, 1851, 1885, 2026, 1953, 1767, 1950, 1745, 1905, 1955, 1631, 1988, 512, 1955, 2022, 1926, 1229, 459, 1066, 1118, 1144, 1196, 1388, 1446, 1502, 1549, 1550, 1601, 1655, 1679, 1744, 1850, 1882, 1932, 2005, 2020, 2048, 2065, 1797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9166636140070674\n", - "Coverage: 0.99375\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9290061272983474, 58), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1965, 958, 2048, 2055, 1655, 1980, 1230, 1825, 1539, 1691, 1932, 1929, 1886, 519, 2061, 1994, 1583, 1964, 1644, 1839, 1980, 1977, 1400, 1164, 1660, 1539, 1502, 1763, 1252, 2004, 1327, 519, 718, 207, 1080, 223, 47, 1898, 1364, 1177, 1977, 1567, 1828, 1740, 1839, 1611, 1552, 1980, 1378, 1935, 55, 1396, 1572, 1800, 1850, 1853, 1981]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9290061272983474\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9234417393810184, 49), (0.9241023349182742, 56), (0.9284529853789816, 57), (0.9290061272983474, 58), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1378, 1918, 1455, 1937, 1993, 1080, 1923, 459, 503, 1773, 1763, 1839, 805, 718, 1580, 223, 885, 1144, 1164, 1318, 1339, 1364, 1453, 1539, 1567, 1583, 1660, 1744, 1828, 1829, 1886, 1898, 1929, 1932, 1935, 1938, 1954, 1965, 1971, 1977, 2036, 2055, 2061, 1811, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9311332205070346\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 1208, 1950, 1773, 1740, 891, 1679, 512, 1825, 1364, 2008, 1549, 1980, 1971, 512, 1673, 1065, 1980, 1318, 1724, 203, 1590, 1882, 1339, 1904, 1236, 809, 1572, 1164, 1590, 1991, 470, 789, 1400, 1673, 1828, 1477, 1144, 1673, 1388, 1667, 1966, 1977, 1904, 1956, 1932, 958, 2031, 1446, 1956, 1339, 1807, 1252, 823, 1209, 1580, 1583, 1622, 1732, 1753, 1798, 1853, 1860, 1905, 1953, 2052, 1453, 1293]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9330612803098571\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9066679854156134, 35), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1898, 2061, 1977, 519, 2006, 1230, 1121, 1400, 1396, 1679, 1965, 1839, 1065, 1993, 1642, 823, 958, 2031, 2012, 1395, 1108, 2026, 1177, 55, 43, 223, 506, 899, 1229, 1745, 1804, 1849, 1956, 2004, 1066]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9066679854156134\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 0\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9061685703051927, 34), (0.9066679854156134, 35), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9131616029149237, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1839, 823, 1740, 891, 2000, 2050, 1655, 470, 1926, 1960, 1727, 1667, 1993, 1559, 1230, 1559, 1849, 1965, 1855, 55, 958, 1158, 1177, 1378, 1572, 1691, 1763, 1800, 1825, 1850, 1853, 1964, 1981, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9131616029149237\n", - "Coverage: 0.9875\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9131616029149237, 34), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1923, 1066, 1923, 1932, 1847, 1118, 1453, 1293, 459, 1911, 1364, 1611, 1740, 1679, 718, 1144, 1825, 1453, 1388, 1549, 1905, 636, 1160, 1209, 1339, 1853, 1860, 1904, 1935, 1950, 1980, 2008, 2018, 2031, 2059, 1660, 1461, 1839, 55]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9137257344088463\n", - "Coverage: 0.990625\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.8959848978824311, 30), (0.8997018162103552, 33), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 1993, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9057497454081894\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9191716791337285, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1860, 2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 512, 789, 809, 891, 958, 1065, 1144, 1164, 1208, 1236, 1293, 1364, 1461, 1572, 1601, 1606, 1667, 1724, 1740, 1743, 1745, 1811, 1828, 1844, 1932, 1950, 1955, 1964, 1980, 1991, 2017, 2019, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9290061272983474\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1873, 1583, 1965, 809, 940, 1811, 656, 718, 1993, 5, 1953, 1378, 1411, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.865359395719927\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1860, 2008, 1673, 1807, 1676, 1378, 1918, 1455, 1937, 1993, 1080, 1532, 1923, 1118, 459, 503, 1763, 1839, 805, 718, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.890646406775439\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9169481218817082, 47), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9180385318905242, 45), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1583, 1965, 656, 718, 1993, 5, 1953, 1378, 1411, 223, 780, 885, 958, 1177, 1230, 1339, 1400, 1552, 1590, 1611, 1655, 1660, 1673, 1691, 1744, 1828, 1904, 1929, 1935, 1938, 1964, 1971, 1975, 1977, 1980, 1988, 1994, 2036, 2048, 2061, 1196, 1208, 1918]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9180385318905242\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 0\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9180385318905242, 45), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9180385318905242, 45), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1559, 1066, 1583, 1981, 1667, 1881, 958, 203, 1318, 1732, 459, 1954, 47, 1528, 512, 1210, 1950, 1446, 1881, 1981, 1822, 885, 1935, 1953, 1807, 1567, 1811, 1773, 1928, 459, 1960, 1950, 1157, 1177, 1539, 1461, 718, 1823, 1807, 1502, 2036, 1993, 1691, 1339, 1293, 885, 1567, 1860, 1455, 1822, 1552, 2002, 1797, 1763, 1624, 1606, 1960, 1614, 1937, 2042, 1615, 1080, 1311, 519, 823, 2022, 1873, 1865, 1881, 1963, 1929, 1667, 1800, 1928, 1873, 1823, 519, 1890, 1229, 1851, 2054, 789, 718, 718, 1849, 1927, 1744, 1964, 1918, 1956, 1927, 1601, 2065, 1624, 1528, 1881, 718, 1158, 2061, 1552, 789, 1850, 2010, 1229, 1691, 1118, 1549, 2042, 1868, 1763, 716, 1862, 1177, 1395, 2006, 1080, 1567, 1743, 2008, 1953, 1724, 1461, 1624, 1811, 1926, 1886, 1854, 1236, 1667, 1868, 1691, 1839, 1890, 1727, 1732, 207, 209, 891, 1911, 1868, 1973, 519, 2005, 2048, 1975, 1854, 2054, 1798, 1121, 1975, 503, 1637, 459, 1865, 2002, 1988, 1532, 1953, 1655, 1767, 1453, 1622, 1850, 1395, 1455, 1065, 1797, 2031, 2026, 1955, 2046, 1157, 1767, 1804, 519, 1681, 1164, 2019, 2020, 1655, 1144, 1956, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 183\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9180385318905242, 45), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9330612803098571, 68), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9180385318905242, 45), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1811, 1550, 1364, 1740, 1601, 1923, 1932, 1825, 1144, 470, 1994, 1744, 2020, 1446, 1293, 1882, 2010, 2048, 1364, 1611, 1740, 1981, 1679, 2042, 718, 1144, 1825, 1453, 1388, 1549, 1905, 203, 512, 789, 891, 958, 1164, 1208, 1210, 1236, 1252, 1327, 1339, 1400, 1572, 1590, 1606, 1614, 1673, 1724, 1743, 1745, 1844, 1904, 1909, 1971, 1980, 1991, 2017, 2019, 2031, 1065, 636, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9332493241411648\n", - "Coverage: 0.99375\n", - "Birth Iteration: 0\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9137257344088463, 39), (0.9166636140070674, 40), (0.9180385318905242, 45), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9227811438437624, 35), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1860, 2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 512, 1065, 1208, 1236, 1364, 1461, 1601, 1740, 1745, 1828, 1932, 1991, 2017, 2019, 2031, 503, 1080, 1378, 1580, 1741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9227811438437624\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 1\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9131616029149237, 34), (0.9227811438437624, 35), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1807, 1676, 1937, 1993, 1773, 805, 718, 512, 789, 809, 891, 1065, 1144, 1364, 1601, 1667, 1724, 1745, 1811, 1844, 1980, 2017, 2019, 5, 1822, 1953, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9202620891425446\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 1\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8613848329218348, 15), (0.865359395719927, 16), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1873, 1583, 1965, 809, 1811, 656, 718, 1993, 5, 1953, 1378, 1411, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8653862591243995\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1673, 1676, 1993, 1080, 1923, 459, 503, 1763, 1839, 718, 203, 636, 1144, 1164, 1236, 1293, 1327, 1339, 1400, 1446, 1453, 1549, 1572, 1606, 1611, 1614, 1724, 1740, 1743, 1745, 1904, 1909, 1932, 2019, 2031, 2042]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9268094334507997\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 1\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9311332205070346, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1378, 1918, 1455, 1993, 1080, 1923, 459, 503, 1773, 1763, 1839, 805, 718, 223, 885, 1144, 1164, 1318, 1339, 1364, 1453, 1539, 1567, 1583, 1660, 1744, 1828, 1829, 1886, 1898, 1929, 1932, 1935, 1938, 1954, 1965, 1971, 1977, 2036, 2055, 2061, 1811, 1966, 2065, 1862]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9316594990219278\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.8922362318946759, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1873, 1965, 940, 656, 718, 1993, 5, 1378, 459, 503, 1080, 1118, 1455, 1532, 1580, 1673, 1676, 1773, 1807, 1937, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9014149687773976\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9332493241411648, 64), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1937, 1993, 1118, 459, 1773, 718, 512, 789, 891, 958, 1065, 1164, 1208, 1293, 1364, 1461, 1572, 1601, 1606, 1667, 1724, 1743, 1745, 1828, 1932, 1955, 1980, 2019, 2031, 1209, 1213, 1318, 1388, 1528, 1590, 1640, 1655, 1679, 1732, 1825, 1851, 1904, 1909, 1923, 1938, 1956, 1988, 1994, 2026, 2054, 1926, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9336412856336955\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 1\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 2026, 1724, 1293, 1745, 1882, 1210, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1932, 958, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1938, 1988, 2036, 2050, 2054, 1196, 1850, 1209, 1177]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339099196784206\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.9361872037393859, 72), (0.939731952065918, 104), (0.9410641327149867, 183)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 1993, 2008, 512, 2050, 1667, 1411, 1400, 1798, 519, 2054, 1673, 1164, 1549, 1293, 1679, 1932, 1807, 1938, 789, 1567, 1825, 1572, 1828, 1956, 1065, 1196, 1461, 1590, 1977, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1741, 1614, 1743, 1745, 1364, 1753, 2019, 1252, 1640, 2026, 1388, 1773, 2031, 1904, 2036, 1909, 1655, 1528, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416172746343525\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9057497454081894, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 1993, 2008, 1461]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9104923573614275\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 2026, 1724, 1293, 1745, 1882, 1210, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1988, 2036, 2054, 1196, 1209, 1763, 1502]\n", - "Fitness: 1.0\n", - "Accuracy: 0.935257974157405\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8809731390376552, 21), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1691, 1926, 1855, 1955, 1965, 1926, 1860, 1732, 209, 1157, 1882, 459, 1118, 1580, 636, 1528, 1563, 2028, 2065, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8852700626894175\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 1\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9339099196784206, 70), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1937, 1993, 1118, 459, 1773, 718, 512, 789, 891, 958, 1065, 1164, 1208, 1293, 1364, 1461, 1572, 1601, 1606, 1667, 1724, 1743, 1745, 1828, 1932, 1955, 1980, 2019, 2031, 1209, 1213, 1318, 1388, 1528, 1590, 1640, 1655, 1679, 1732, 1825, 1851, 1904, 1909, 1923, 1938, 1956, 1988, 1994, 2026, 2054, 1926, 1681, 47]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9343824713843689\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9104923573614275, 27), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1822, 1873, 809, 718, 1993, 5, 2061, 203, 459, 503, 636, 1144, 1164, 1400, 1446, 1549, 1572, 1676, 1740, 1743, 1745, 1839, 1909, 1923, 2019, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9196283570097612\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 2\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935257974157405, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1882, 1210, 1339, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1988, 2036, 2054, 1196, 1209, 1763, 1502, 1964, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9359991599080784\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9014149687773976, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1873, 1965, 940, 656, 718, 5, 1378, 459, 503, 1080, 1118, 1455, 1532, 1580, 1673, 1676, 1773, 1807, 1937, 1928, 1926]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9056313022157424\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1822, 1965, 809, 656, 718, 1993, 1953, 1378, 1411, 2061, 209, 459, 1118, 1318, 1461, 1580, 1855, 1860, 1868, 1923, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8871712590877676\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 2\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 1763, 805, 718, 512, 789, 809, 891, 958, 1065, 1144, 1164, 1208, 1236, 1364, 1461, 1572, 1601, 1606, 1667, 1724, 1740, 1743, 1745, 1811, 1828, 1844, 1950, 1964, 1980, 2017, 2019, 1732, 1822, 1395, 1927, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9276312094148906\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 2\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 2008, 1980, 512, 1065, 1980, 1318, 2026, 1724, 1293, 1745, 1882, 1210, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1956, 1932, 958, 2031, 1956, 1339, 1807, 1252, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1988, 2054, 1196, 1209, 1763, 1502, 718, 1118, 1681, 1937, 1230, 1797, 1621]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9375352582183701\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1993, 1839, 718, 203, 636, 1164, 1236, 1339, 1400, 1446, 1611, 1740, 1904, 2031, 2042, 789, 1378, 1411, 1583, 1822, 1873, 1953, 2061, 1563, 1395]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9075434881886495\n", - "Coverage: 0.978125\n", - "Birth Iteration: 2\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 2026, 1724, 1293, 1745, 1882, 1210, 1339, 1461, 1572, 1164, 789, 1400, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1932, 958, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1938, 1988, 2036, 2050, 2054, 1196, 1850, 1209, 1177, 2004, 2007, 1621]\n", - "Fitness: 1.0\n", - "Accuracy: 0.935365427775295\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.9290061272983474, 48), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 1868, 2048, 1318, 1637, 1926, 1732, 470, 209, 1157, 1882, 503, 1118, 1923, 1993, 2008, 1461, 512, 519, 789, 958, 1164, 1293, 1388, 1400, 1477, 1567, 1572, 1590, 1606, 1614, 1667, 1673, 1679, 1727, 1743, 1745, 1773, 1807, 1825, 1909, 1977, 1980, 1994, 2031, 2036, 2054]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930123400711636\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8653862591243995, 15), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8654399859333446, 14), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1583, 1965, 809, 1811, 656, 718, 1993, 5, 1953, 1378, 1411, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8654399859333446\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 2\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8654399859333446, 14), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1691, 1926, 1855, 1965, 1926, 1860, 1732, 209, 1882, 459, 1118, 1580, 636, 1528, 1563, 2028, 2065, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8775895711379582\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9268094334507997, 37), (0.9276312094148906, 44), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 789, 809, 1164, 1208, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 2031, 5, 503, 1080, 1580, 1873, 1928, 1965, 1400, 780]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9279157172895314\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 35), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 34), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1860, 2008, 1673, 1807, 1676, 1937, 1993, 1118, 459, 1773, 1763, 805, 718, 512, 1065, 1208, 1236, 1364, 1461, 1601, 1740, 1745, 1828, 1932, 1991, 2017, 2019, 2031, 503, 1080, 1378, 1580, 1741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9227811438437624\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9227811438437624, 34), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1378, 1993, 1923, 459, 1773, 805, 718, 1144, 1318, 1364, 1539, 1567, 1744, 2055, 1811, 1966, 1862, 512, 789, 891, 1065, 1601, 1667, 1732, 1822, 1844, 2017]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9268094334507997\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.45366795366795365, 9), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [636, 1621, 1847, 1681, 1971, 1960, 1898, 1898, 1528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45366795366795365\n", - "Coverage: 0.4671875\n", - "Birth Iteration: 2\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45366795366795365, 9), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9075434881886495, 25), (0.9196283570097612, 26), (0.9202620891425446, 28), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.45366795366795365, 9), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1860, 2008, 1807, 1676, 1937, 1993, 1923, 1118, 459, 1839, 805, 718, 1580, 5, 512, 1065, 1144, 1724, 1732, 1822, 1844, 1953, 1980, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9224050561811472\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45366795366795365, 9), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 2012, 2000, 1673, 1802, 1854, 2008, 1676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6577272582965182\n", - "Coverage: 0.71953125\n", - "Birth Iteration: 2\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.8852700626894175, 20), (0.8871712590877676, 21), (0.890646406775439, 22), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1965, 940, 656, 5, 1378, 459, 1118, 1580, 1673, 1807, 209, 636, 1563, 1691, 1732, 1955, 2065, 1631, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.904836389656124\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1118, 1773, 718, 512, 789, 891, 958, 1065, 1164, 1208, 1293, 1364, 1461, 1572, 1601, 1606, 1667, 1724, 1743, 1745, 1828, 1932, 1980, 2019, 2031, 1209, 1213, 1318, 1388, 1528, 1590, 1640, 1655, 1679, 1732, 1825, 1851, 1904, 1909, 1923, 1938, 1956, 1988, 1994, 2026, 2054, 1926, 519, 1196, 1210, 1252, 1339, 1411, 1727, 1741, 1753, 1798, 1850, 1977, 2050, 1552]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9346242420246216\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.935365427775295, 70), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1567, 1798, 1851, 2036, 1209, 1763, 1502, 459, 718, 809, 1118, 1676, 1740, 1844, 1860, 1937, 1955, 1964, 1981, 1993, 1822, 1800, 2005]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9359722965036058\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9316594990219278, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1860, 2008, 1673, 1807, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 512, 789, 809, 891, 958, 1065, 1144, 1164, 1208, 1236, 1293, 1364, 1461, 1572, 1601, 1606, 1667, 1724, 1740, 1743, 1745, 1811, 1828, 1844, 1932, 1950, 1955, 1964, 1980, 1991, 2017, 2019, 2031, 716, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9321857775368212\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1583, 1965, 809, 1811, 656, 718, 1993, 5, 1953, 1378, 1411, 2061, 1236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8662348984929631\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 2\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9361872037393859, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9367403456587517, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1882, 1210, 1339, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1988, 2036, 2054, 1196, 1763, 1502, 1964, 2061, 1229, 1642, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9367403456587517\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9367403456587517, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9367403456587517, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [718, 2048, 1318, 1637, 1926, 1732, 209, 1157, 503, 1118, 1923, 1993, 2008, 1461, 512, 519, 789, 958, 1164, 1293, 1388, 1477, 1572, 1590, 1606, 1614, 1667, 1673, 1679, 1743, 1745, 1773, 1807, 1825, 1909, 1977, 1980, 1994, 2031, 2036, 2054, 459, 1065, 1209, 1213, 1364, 1528, 1601, 1640, 1655, 1851, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.932846373074077\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9346242420246216, 64), (0.9359722965036058, 68), (0.9359991599080784, 71), (0.9367403456587517, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9367403456587517, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 2008, 1980, 512, 1065, 1980, 1318, 1293, 1745, 1882, 1339, 1461, 1164, 1590, 789, 1400, 1673, 1828, 1477, 1601, 1673, 1388, 1667, 1977, 1956, 1932, 958, 2031, 1956, 1339, 1807, 1411, 1567, 1727, 1732, 1753, 1923, 1988, 1763, 1502, 718, 1118, 1681, 1797, 209, 519, 1157, 1614, 1637, 1868, 1926, 2048, 47, 1080, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9362140671438584\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 3\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9367403456587517, 72), (0.9375352582183701, 73), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1549, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1882, 1210, 1339, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1904, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1753, 1798, 1851, 1923, 1988, 2036, 2054, 1196, 1209, 1763, 1502, 1964, 2061, 1960, 2005]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9375889850273151\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 1993, 2008, 512, 2050, 1667, 1411, 1400, 1798, 519, 2054, 1673, 1164, 1549, 1293, 1679, 1932, 1807, 1938, 789, 1567, 1825, 1572, 1956, 1065, 1196, 1461, 1590, 1977, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1741, 1614, 1743, 1745, 1364, 1753, 2019, 1640, 2026, 1388, 1773, 2031, 1904, 2036, 1909, 1655, 891, 1966, 2018]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9400811763240606\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8775895711379582, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1860, 1807, 1118, 459, 718, 1580, 5, 1724, 1732, 1980, 209, 940, 1378, 1631, 1673, 1691, 1745, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8820635490464712\n", - "Coverage: 0.99375\n", - "Birth Iteration: 3\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1860, 2008, 1807, 1676, 1937, 1993, 1923, 1118, 459, 805, 718, 1580, 5, 512, 1065, 1144, 1724, 1732, 1822, 1844, 1953, 1980, 2019, 1851, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9225931000124549\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.930123400711636, 47), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 789, 809, 1164, 1208, 1236, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 2031, 5, 503, 1080, 1580, 1873, 1928, 1965, 1400, 780, 1971, 1798, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9320514605144585\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 3\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 2008, 512, 2050, 1667, 1411, 1400, 1798, 519, 2054, 1673, 1164, 1549, 1293, 1679, 1932, 1807, 1938, 789, 1567, 1825, 1572, 1828, 1956, 1065, 1196, 1461, 1590, 1977, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1741, 1614, 1743, 1745, 1364, 1753, 2019, 1252, 2026, 1388, 1773, 2031, 1904, 2036, 1909, 1655, 1528, 891, 805, 1229, 1839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9423047335760808\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9056313022157424, 23), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 940, 718, 5, 1378, 459, 503, 1118, 1580, 1673, 1676, 1773, 1807, 1937, 1928, 512, 1065, 1724, 1953, 1993, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9135267010029818\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 3\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1965, 940, 656, 5, 1378, 459, 1118, 1580, 1673, 1807, 209, 1563, 1691, 1732, 1955, 2065, 1631, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9032465645368871\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1378, 1993, 1923, 459, 1773, 805, 718, 1318, 1364, 1567, 1744, 2055, 1811, 1966, 1862, 512, 789, 891, 1065, 1601, 1667, 1732, 1822, 1844, 2017]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9259876574867087\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 3\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.6577272582965182, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 2000, 1673, 1802, 1854, 2008, 1676, 223]\n", - "Fitness: 1.0\n", - "Accuracy: 0.699691559274102\n", - "Coverage: 0.803125\n", - "Birth Iteration: 3\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9375889850273151, 72), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1572, 1164, 1590, 789, 1400, 1673, 1828, 958, 1601, 1673, 1388, 1667, 1956, 1932, 958, 2031, 1956, 1339, 1807, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1798, 1851, 1923, 1988, 2054, 1209, 1763, 1502, 1964, 2061, 1118, 1208, 1461, 1681, 1937, 1938, 1973]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9376158484317877\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1567, 1798, 1851, 2036, 1209, 1763, 1502, 718, 1118, 1740, 1955, 1964, 1993, 2005, 1196, 1528, 1640, 1655, 1727, 1732, 1753, 1882, 1904, 1923, 1994, 1976]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9384644878003512\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1802, 1854, 1676, 789, 809, 1236, 1822, 1965, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7460162792231103\n", - "Coverage: 0.8375\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1583, 1811, 656, 718, 1993, 5, 1953, 1411, 1673, 2000, 2008, 2012, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7853845984775776\n", - "Coverage: 0.9234375\n", - "Birth Iteration: 3\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 789, 809, 1164, 1208, 1236, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 2031, 5, 503, 1080, 1580, 1873, 1928, 1965, 1400, 780, 1971, 1798, 1963, 512, 1667, 1923, 519, 1293, 1567, 1825, 1955, 1572, 1828, 1318, 1956, 1065, 1964, 1196, 1461, 1590, 1976, 1977, 1209, 1339, 1724, 1980, 958, 1213, 1851, 1727, 1732, 1477, 1994, 1614, 1364, 2005, 1753, 1882, 1502, 1252, 1640, 1388, 1904, 2036, 1909, 1655, 1528, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9399199958972255\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1567, 1798, 1851, 2036, 1209, 1763, 1502, 718, 1118, 1740, 1964, 1993, 2005, 1196, 1528, 1640, 1655, 1727, 1732, 1753, 1882, 1904, 1923, 1994, 1976, 1453, 1988]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9384913512048236\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9279157172895314, 37), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1065, 1378, 1567, 1744, 1811, 1966, 2017]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9308377230578369\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 4\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7853845984775776, 13), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1583, 1965, 656, 718, 1993, 5, 1411, 2061, 223, 1854, 823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7966745547390709\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 4\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8820635490464712, 18), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1118, 718, 5, 1732, 209, 940, 1378, 1673, 1745, 1965, 656, 809, 1411, 1583, 1811, 2061, 1882]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8871712590877676\n", - "Coverage: 0.96796875\n", - "Birth Iteration: 4\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1965, 718, 1993, 5, 1953, 1378, 459, 1580, 1631, 1691, 1724, 1807, 1860, 1980]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8794370407273633\n", - "Coverage: 0.9875\n", - "Birth Iteration: 4\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.9321857775368212, 49), (0.932846373074077, 52), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 891, 2019, 512, 1743, 1825, 1364, 2008, 512, 1065, 1980, 1318, 1724, 1572, 1164, 789, 1673, 1477, 1601, 1673, 1667, 958, 1956, 1339, 1807, 1252, 1213, 1567, 1798, 1209, 718, 1964, 1993, 2005, 1196, 1655, 1732, 1882, 1904, 1923, 805, 1144, 1378, 1822, 1844, 1862, 2017, 2055]\n", - "Fitness: 1.0\n", - "Accuracy: 0.932846373074077\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9336412856336955, 55), (0.9343824713843689, 56), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 1773, 1763, 805, 718, 789, 1164, 1601, 1606, 1740, 1743, 1745, 1932, 2019, 2031, 5, 503, 1580, 1873, 1400, 1971, 1798, 1963, 519, 891, 958, 1065, 1196, 1252, 1318, 1339, 1461, 1477, 1528, 1567, 1614, 1640, 1655, 1667, 1724, 1727, 1732, 1753, 1828, 1904, 1923, 1964, 1976, 1977, 2036, 1744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348122858559291\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9225931000124549, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1807, 1676, 1993, 1923, 459, 805, 718, 1580, 512, 1065, 1724, 1732, 1822, 1844, 1953, 1980, 2019, 789, 1364, 1667, 1744, 1862, 2055, 1539]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9244515591764169\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 4\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9274431655835831, 32), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 940, 718, 5, 1378, 459, 503, 1118, 1580, 1673, 1676, 1773, 1807, 1937, 1928, 512, 1065, 1724, 1953, 1993, 2019, 1954, 1923, 1860, 805, 1732, 1144, 1844, 2008, 1851, 1980]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9274431655835831\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9259876574867087, 29), (0.9268094334507997, 31), (0.9274431655835831, 32), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 459, 503, 1118, 1580, 1673, 1676, 1773, 1807, 1937, 1928, 512, 1065, 1724, 1953, 1993, 2019, 805, 1144, 1732, 1851, 1881, 1606, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9285604389968716\n", - "Coverage: 0.996875\n", - "Birth Iteration: 4\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 718, 503, 1118, 1580, 1673, 1773, 1807, 1937, 512, 1993, 2019, 47, 209, 519, 891, 1080, 1157, 1164, 1318, 1388, 1400, 1411, 1477, 1614, 1681, 1727, 1732, 1745, 1763, 1882, 1923, 1932, 1956, 1980, 1994, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9313640015727302\n", - "Coverage: 0.99375\n", - "Birth Iteration: 4\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1293, 1745, 1339, 1461, 1164, 1590, 789, 1400, 1673, 1828, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 519, 1213, 1567, 1851, 1763, 1502, 718, 1118, 1993, 1528, 1640, 1727, 1732, 1753, 1882, 1904, 1923, 1994, 47, 209, 1157, 1411, 1637, 1679, 1681, 1868, 1988, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9384107609914061\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9416172746343525, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 2008, 512, 2050, 1667, 1411, 1798, 519, 2054, 1673, 1164, 1549, 1293, 1679, 1932, 1807, 1938, 789, 1567, 1825, 1572, 1828, 1956, 1065, 1196, 1461, 1590, 1977, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1741, 1614, 1743, 1745, 1364, 1753, 2019, 1252, 2026, 1388, 1773, 2031, 1904, 2036, 1909, 1655, 1528, 891, 1929, 43, 1236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9422778701716084\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7460162792231103, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1802, 1854, 1676, 789, 809, 1236, 1822, 1965, 1567]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7619145304154791\n", - "Coverage: 0.85625\n", - "Birth Iteration: 4\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9313640015727302, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1937, 1993, 1532, 1118, 459, 1773, 1763, 805, 718, 789, 1208, 1364, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 5, 503, 1080, 1580, 1873, 1965, 1400, 1065, 1724, 1732, 1860, 1923, 1953, 1980]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9319171434920961\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.904836389656124, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 940, 5, 1378, 459, 1118, 1580, 1673, 1676, 1773, 1807, 1937, 1724, 1953, 1993, 656, 1691, 1732, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9113300071554341\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9399199958972255, 84), (0.9400811763240606, 86), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 2008, 1980, 512, 1065, 1980, 1318, 1293, 1745, 1882, 1339, 1461, 1164, 1590, 789, 1400, 1673, 1601, 1673, 1388, 1667, 1977, 1956, 1932, 958, 1956, 1339, 1807, 1411, 1567, 1727, 1732, 1753, 1923, 1763, 1502, 718, 1118, 1797, 209, 519, 1157, 1614, 1637, 1868, 1926, 2048, 47, 459, 1209, 1210, 1213, 1549, 1572, 1580, 1655, 1691, 1798, 1850, 1851, 1855, 1904, 1966, 1993, 2018, 2026, 2036, 1177, 2000, 1849, 1252, 1976]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9407954986702615\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 66), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1572, 1164, 1590, 789, 1400, 1673, 1828, 958, 1601, 1673, 1388, 1667, 1956, 1932, 958, 2031, 1956, 1339, 1807, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1798, 1851, 1923, 1988, 2054, 1209, 1763, 1502, 1964, 2061, 1118, 1208, 1461, 1681, 1937, 1938, 1973]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9376158484317877\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1118, 718, 5, 1732, 209, 940, 1378, 1673, 1745, 1965, 656, 1583, 1811, 1631, 1691, 1807, 1955, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8930738816886825\n", - "Coverage: 0.996875\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1807, 1993, 1118, 1773, 1763, 805, 718, 789, 1601, 1606, 1743, 2019, 5, 503, 1580, 1873, 1963, 891, 958, 1065, 1196, 1339, 1461, 1477, 1528, 1567, 1640, 1655, 1724, 1727, 1732, 1904, 1923, 1964, 1976, 1977, 459, 512, 1144, 1676, 1822, 1851, 1937, 2006]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9322395043457662\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 5\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9224050561811472, 24), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1676, 1993, 1923, 459, 805, 1580, 512, 1065, 1724, 1732, 1822, 1953, 1980, 2019, 789, 1667, 1862, 1118, 1673, 1881, 1964, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9229423242705975\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 5\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.699691559274102, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [805, 1550, 1673, 1563, 1988, 1849, 1539, 1743]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7502216230868983\n", - "Coverage: 0.8265625\n", - "Birth Iteration: 5\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8654399859333446, 14), (0.8662348984929631, 15), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1965, 718, 5, 1953, 1378, 459, 1580, 1631, 1724, 1807, 1980, 1744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8697210357551913\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 2008, 512, 2050, 1667, 1411, 1400, 1798, 519, 2054, 1673, 1164, 1549, 1293, 1679, 1932, 1807, 1938, 789, 1567, 1825, 1572, 1828, 1956, 1065, 1196, 1461, 1590, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1741, 1614, 1743, 1745, 1364, 1753, 2019, 1252, 2026, 1388, 1773, 2031, 1904, 2036, 1909, 1655, 1528, 891, 805, 1229, 1839, 2046, 1767]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9423315969805534\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9384913512048236, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9385450780137687, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1828, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1567, 1798, 1851, 2036, 1209, 1763, 1502, 718, 1118, 1740, 1955, 1964, 1993, 2005, 1196, 1528, 1640, 1655, 1727, 1732, 1753, 1882, 1904, 1923, 1976, 1935, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9385450780137687\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 71), (0.9385450780137687, 72), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1567, 1798, 1851, 2036, 1209, 1763, 1502, 718, 1118, 1964, 1993, 2005, 1196, 1528, 1640, 1655, 1727, 1732, 1753, 1882, 1904, 1923, 1994, 1976, 1236, 1991, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9392594003599697\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9135267010029818, 22), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1807, 459, 718, 1580, 512, 1065, 1724, 1732, 1980, 2019, 789, 1364, 1667, 1744, 1862, 223, 1673, 1802, 1854, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9163949799623424\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8794370407273633, 16), (0.8871712590877676, 17), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1965, 656, 5, 1378, 1118, 1807, 636, 1563, 1732, 1955, 1631, 1745, 809, 1236, 1567]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8897330510233736\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 5\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1732, 209, 1157, 1882, 459, 503, 1918, 1923, 2008, 512, 2050, 1667, 1798, 519, 2054, 1673, 1164, 1679, 1807, 1938, 789, 1567, 1825, 1572, 1828, 1956, 1065, 1196, 1977, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1850, 1477, 1209, 1614, 1743, 1364, 2019, 1252, 2026, 1388, 1773, 2031, 1904, 1909, 1655, 891, 805, 1229, 1144, 1378, 1822, 1964, 1993, 2005, 2055, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9400543129195881\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8041840973529778, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 1583, 1965, 809, 1811, 656, 718, 1953, 1567, 1676, 1853]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8041840973529778\n", - "Coverage: 0.85703125\n", - "Birth Iteration: 5\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8041840973529778, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 1802, 1854, 789, 809, 1822, 1965, 5, 1378, 1411, 1993, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8426134185147467\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 5\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9362140671438584, 64), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1868, 1926, 1955, 2048, 1926, 1732, 470, 209, 1157, 459, 503, 1118, 1580, 1923, 2008, 512, 2050, 1667, 1400, 1798, 519, 1673, 1549, 1679, 1932, 1807, 789, 1567, 1572, 1828, 1956, 1065, 1196, 1590, 1339, 1724, 958, 1213, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1614, 1743, 2019, 1388, 1773, 1909, 805, 1767, 1676, 1822, 1953, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9370895699168944\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9113300071554341, 20), (0.9163949799623424, 21), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1807, 459, 718, 1580, 512, 1724, 1732, 2019, 789, 223, 1673, 1854, 1118, 1144, 1881, 1928, 1953, 1964, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9190214882814502\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 6\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8697210357551913, 14), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [805, 1673, 1988, 459, 718, 1065, 1732, 1822, 1953, 1964, 1993, 2019, 1108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8837449539536826\n", - "Coverage: 0.9625\n", - "Birth Iteration: 6\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9422778701716084, 88), (0.9423047335760808, 89), (0.9423315969805534, 90)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1691, 1868, 1926, 1855, 1955, 2048, 1318, 1637, 1965, 1926, 1860, 1732, 470, 209, 1157, 1882, 459, 503, 1118, 1580, 1918, 1923, 2008, 512, 2050, 1667, 1411, 1798, 519, 2054, 1673, 1164, 1549, 1293, 1679, 1932, 1807, 1938, 789, 1567, 1825, 1572, 1828, 1956, 1065, 1196, 1461, 1590, 1977, 1210, 1339, 1724, 1980, 958, 1213, 1727, 1601, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1741, 1614, 1743, 1745, 1364, 1753, 2019, 1252, 2026, 1388, 1773, 1904, 2036, 1909, 1655, 1528, 891, 805, 1400, 1839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9438945586953177\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9348122858559291, 55), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9351236571350423, 52), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1926, 1855, 1965, 1926, 1860, 1732, 470, 209, 1157, 459, 1580, 1918, 1923, 2008, 2050, 1667, 1798, 519, 1673, 1164, 1549, 1679, 1938, 789, 1567, 1828, 1065, 1461, 1977, 1339, 958, 1213, 1850, 1988, 1477, 1606, 1741, 1743, 1252, 2026, 1773, 2036, 1909, 1655, 1229, 1839, 1236, 1822, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9351236571350423\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9351236571350423, 52), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9351236571350423, 52), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 70), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1909, 2019, 512, 1743, 1825, 1364, 2008, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1339, 1461, 1572, 1164, 1590, 789, 1400, 1673, 1477, 958, 1601, 1673, 1388, 1667, 1977, 1956, 1614, 1932, 958, 2031, 1956, 1339, 1807, 1252, 519, 1213, 1567, 1798, 1851, 2036, 1209, 1763, 1502, 718, 1118, 1964, 1993, 2005, 1196, 1528, 1640, 1655, 1727, 1732, 1753, 1904, 1923, 1994, 1976, 1236, 1991, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9384644878003512\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9351236571350423, 52), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9384107609914061, 67), (0.9384644878003512, 70), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9351236571350423, 52), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1572, 1164, 1590, 789, 1400, 1673, 1828, 958, 1601, 1673, 1388, 1667, 1956, 1932, 958, 2031, 1956, 1339, 1807, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1798, 1851, 1923, 1988, 2054, 1209, 1763, 1502, 1964, 2061, 1118, 1208, 1461, 1681, 1937, 1938, 1973, 1853, 459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.939125083337607\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9320514605144585, 39), (0.9322395043457662, 45), (0.932846373074077, 48), (0.9351236571350423, 52), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 1966, 2017, 5, 780, 809, 1208, 1400, 1798, 1873, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9353385643708224\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7502216230868983, 8), (0.7619145304154791, 10), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 789, 1378, 1993, 2061, 1563, 1988, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7657279127867362\n", - "Coverage: 0.809375\n", - "Birth Iteration: 6\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 459, 503, 1118, 1580, 1673, 1676, 1773, 1807, 1937, 1928, 512, 1065, 1724, 1953, 1993, 2019, 805, 1144, 1732, 1851, 1881, 1606, 1964, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9286141658058167\n", - "Coverage: 0.996875\n", - "Birth Iteration: 6\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1572, 1164, 1590, 789, 1400, 1673, 1828, 958, 1601, 1673, 1388, 1667, 1956, 1932, 958, 2031, 1956, 1339, 1807, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1798, 1851, 1923, 1988, 2054, 1209, 1763, 1502, 2061, 1118, 1208, 1461, 1681, 1937, 1938, 1973, 1853, 459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9383301707779885\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.8930738816886825, 18), (0.9032465645368871, 19), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 459, 1580, 512, 1724, 1732, 1822, 1953, 2019, 789, 1667, 1118, 1673, 1964, 5, 656, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9073823077618144\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9370895699168944, 60), (0.9376158484317877, 65), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1868, 1926, 1955, 2048, 1926, 1732, 470, 209, 1157, 459, 503, 1118, 1580, 2008, 512, 2050, 1667, 1400, 1798, 519, 1673, 1549, 1679, 1807, 789, 1567, 1572, 1828, 1956, 1065, 1196, 1590, 1339, 1724, 958, 1213, 1851, 1850, 1988, 1477, 1606, 1209, 1994, 1614, 2019, 1388, 1909, 805, 1767, 1676, 1822, 1953, 1964, 2031, 2022, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9378844824765129\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 459, 503, 1118, 1580, 1673, 1676, 1773, 1807, 1937, 1928, 512, 1065, 1724, 1953, 1993, 2019, 805, 1144, 1732, 1851, 1881, 1606, 1964, 1963, 1825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9302039909250536\n", - "Coverage: 0.996875\n", - "Birth Iteration: 7\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 1966, 2017, 5, 780, 809, 1208, 1400, 1798, 1873, 1732, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9361334769304408\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1994, 1909, 2019, 512, 1743, 1825, 1364, 1980, 512, 1065, 1980, 1318, 1724, 1293, 1745, 1572, 1164, 1590, 789, 1400, 1673, 1828, 958, 1601, 1673, 1388, 1667, 1956, 1932, 958, 2031, 1956, 1339, 1807, 519, 1213, 1411, 1528, 1567, 1640, 1655, 1727, 1732, 1741, 1798, 1851, 1923, 1988, 2054, 1209, 1763, 1502, 1964, 2061, 1118, 1208, 1461, 1681, 1938, 1973, 1853, 459, 1108, 1210, 1927]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9391519467420796\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9229423242705975, 23), (0.9244515591764169, 25), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 459, 1118, 1580, 1673, 1676, 1773, 1807, 512, 1065, 1724, 1953, 2019, 805, 1144, 1732, 1881, 1606, 1964, 1667, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9244784225808893\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 7\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 459, 503, 1118, 1673, 1676, 1773, 1807, 1937, 512, 1065, 1724, 1993, 2019, 805, 1144, 1732, 1851, 1881, 1964, 519, 958, 1157, 1210, 1213, 1252, 1318, 1339, 1364, 1388, 1567, 1667, 1679, 1691, 1727, 1798, 1800, 1802, 1923, 1926, 1938, 1955, 1977, 2002, 2008, 2048, 2054, 2055, 1839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9370358431079493\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8426134185147467, 12), (0.8837449539536826, 13), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 789, 1378, 1993, 1563, 1988, 519, 636, 1118, 1236, 1745, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8855277071595857\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 7\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9319171434920961, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1065, 1378, 1567, 1811, 1966, 2017, 5, 780, 1732, 1798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9330881437143297\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9286141658058167, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1993, 1118, 459, 805, 718, 789, 1164, 1601, 1740, 1743, 1745, 1844, 2019, 1080, 1580, 1928, 780, 1208, 1798, 1873, 1732, 512, 1724, 1854, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9292478979386001\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.7966745547390709, 11), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1378, 1563, 1988, 209, 940, 1580, 1631, 1807, 1955]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8333589756739661\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 7\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8897330510233736, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1802, 1854, 789, 1822, 5, 1411, 1993, 2061, 459, 512, 1065, 1118, 1667, 1724, 2019, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8930201548797374\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 7\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9391519467420796, 69), (0.9392594003599697, 71), (0.9400543129195881, 75), (0.9407954986702615, 80), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 1743, 2008, 1980, 512, 1065, 1980, 1318, 1882, 1339, 1461, 1164, 789, 1400, 1673, 1673, 1667, 1977, 1932, 1956, 1339, 1807, 1411, 1567, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 2048, 47, 459, 1210, 1213, 1572, 1580, 1655, 1798, 1850, 1851, 1855, 1904, 1993, 2026, 2036, 1177, 2000, 503, 1080, 1208, 1532, 1676, 1724, 1844, 1860, 1873, 1953, 1965]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9415635478254074\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9370358431079493, 51), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1118, 459, 1773, 718, 789, 1164, 1236, 1364, 1601, 1606, 1743, 1745, 1932, 2019, 1080, 1065, 1378, 1567, 1811, 1732, 1798, 512, 519, 1208, 1209, 1213, 1339, 1388, 1461, 1528, 1572, 1667, 1681, 1724, 1727, 1741, 1763, 1825, 1828, 1851, 1923, 1964, 1980, 1994, 2031, 2054]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9375889850273151\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9308377230578369, 34), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1993, 1118, 459, 805, 718, 789, 1164, 1740, 1844, 2019, 1080, 1580, 1928, 1798, 1873, 1732, 512, 1724, 1953, 503, 1065, 1144, 1606, 1676, 1773, 1807, 1822, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9316594990219278\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.8930201548797374, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 459, 512, 1724, 1732, 2019, 789, 223, 1854, 1118, 1144, 1953, 1964, 1993, 519, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9025432317652431\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 8\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8333589756739661, 10), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1378, 1563, 1988, 1631, 1807, 519, 1236, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8546335709523565\n", - "Coverage: 0.96484375\n", - "Birth Iteration: 8\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.939125083337607, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 1743, 2008, 1980, 1980, 1318, 1882, 1339, 1461, 1164, 789, 1400, 1673, 1673, 1667, 1977, 1932, 1956, 1339, 1807, 1411, 1567, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 2048, 47, 459, 1210, 1213, 1580, 1655, 1798, 1850, 1851, 1904, 1993, 2026, 2036, 1177, 2000, 503, 1080, 1208, 1532, 1676, 1724, 1844, 1860, 1873, 1953, 1965, 1973, 1854, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9414292308030449\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9353385643708224, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 1966, 2017, 5, 780, 809, 1208, 1400, 1798, 1873, 1732, 1804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9360260233125508\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9285604389968716, 26), (0.9292478979386001, 27), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 459, 718, 1580, 512, 1724, 1732, 2019, 789, 1673, 1854, 1118, 1144, 1881, 1928, 1953, 1993, 780, 805, 1164, 1601, 1740, 1743, 1798, 1844, 1873]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293284881520176\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 459, 1580, 1724, 1732, 1953, 789, 1118, 5, 1745, 1378, 1981, 1988, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8874936199414378\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 8\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.890527963582992, 15), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1563, 519, 636, 1118, 1236, 1745, 1807, 512, 656, 1667, 1673, 1822, 1964, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.890527963582992\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 8\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.890527963582992, 15), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.890527963582992, 15), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1993, 1118, 459, 805, 718, 789, 1164, 1601, 1743, 1745, 1844, 2019, 1080, 1580, 780, 1208, 1798, 1732, 512, 1724, 519, 891, 958, 1065, 1293, 1388, 1400, 1502, 1763, 1773, 1807, 1825, 1828, 1851, 1909, 1932, 1956, 1980, 1994, 2054, 2061, 1667, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9362140671438584\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.890527963582992, 15), (0.9025432317652431, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.890527963582992, 15), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 789, 636, 1118, 1236, 1745, 1807, 459, 656, 1580, 1673, 1724, 1822, 1953, 2019, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9033271547503046\n", - "Coverage: 0.99375\n", - "Birth Iteration: 8\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.8874936199414378, 14), (0.890527963582992, 15), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1667, 1118, 1964, 5, 1745, 519, 1378, 1563, 1988, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9010498706893393\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 8\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8855277071595857, 12), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1378, 1563, 1988, 1807, 519, 1236, 1745, 636, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8767030787903654\n", - "Coverage: 0.96484375\n", - "Birth Iteration: 9\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9375889850273151, 49), (0.9378844824765129, 59), (0.9383301707779885, 66), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1743, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 5, 780, 809, 1208, 1798, 1873, 1732, 1339, 512, 519, 1378, 1388, 1572, 1681, 1724, 1727, 1828, 1923, 1964, 1980, 1994, 2031, 1797, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9393131271689146\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 9\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1118, 1964, 1745, 519, 1378, 1563, 1988, 1993, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8928162372185142\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 9\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9033271547503046, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1981, 789, 1118, 1745, 1807, 459, 656, 1580, 1673, 1724, 1822, 1953, 2019, 5, 1667, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9049975700829591\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 9\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9330881437143297, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9331150071188021, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1965, 1065, 1378, 1567, 1811, 1966, 2017, 5, 780, 1732, 1798, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9331150071188021\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 9\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8767030787903654, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9331150071188021, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9331150071188021, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 5, 519, 1378, 1563, 1988, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8786848654021329\n", - "Coverage: 0.984375\n", - "Birth Iteration: 9\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9331150071188021, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9322932311547112, 34), (0.9331150071188021, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1993, 1118, 459, 805, 718, 789, 1164, 1601, 2019, 1080, 1580, 1208, 1732, 512, 1724, 891, 1065, 1388, 1773, 1807, 1825, 1851, 1956, 1994, 2054, 1667, 1144, 1676, 1822, 1881, 1928, 1963, 1631, 1823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9322932311547112\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 9\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9322932311547112, 34), (0.9331150071188021, 37), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9322932311547112, 34), (0.9331150071188021, 37), (0.9339367830828931, 38), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1800, 1802, 718, 1868, 1926, 1926, 1732, 470, 209, 459, 503, 1118, 1580, 512, 1667, 1673, 1549, 1807, 789, 1065, 1590, 1724, 1851, 1988, 1477, 1606, 1209, 1614, 2019, 1388, 805, 1822, 1953, 1964, 2022, 1144, 1881, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339367830828931\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 9\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9322932311547112, 34), (0.9331150071188021, 37), (0.9339367830828931, 38), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9438945586953177, 87)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9322932311547112, 34), (0.9331150071188021, 37), (0.9339367830828931, 38), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 1743, 2008, 1980, 1980, 1318, 1882, 1339, 1461, 1164, 789, 1400, 1673, 1673, 1667, 1977, 1932, 1956, 1339, 1807, 1411, 1567, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 2048, 47, 459, 1210, 1213, 1580, 1655, 1798, 1850, 1851, 1904, 1993, 2026, 2036, 1177, 2000, 503, 1080, 1208, 1532, 1676, 1724, 1844, 1860, 1873, 1953, 1965, 1973, 1854, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9439214220997902\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 9\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9316594990219278, 29), (0.9322932311547112, 34), (0.9331150071188021, 37), (0.9339367830828931, 38), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1993, 1118, 459, 805, 718, 789, 1844, 2019, 1580, 1928, 1873, 1732, 512, 1724, 1953, 503, 1065, 1144, 1606, 1676, 1773, 1807, 1822, 1963, 1825, 1881, 1964, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347854224514567\n", - "Coverage: 0.996875\n", - "Birth Iteration: 9\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8546335709523565, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1378, 1563, 1988, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8758813028262744\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 10\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9377233020496778, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1743, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 5, 780, 809, 1208, 1798, 1873, 1732, 1339, 519, 1388, 1572, 1727, 1828, 1964, 1994, 1797, 1844, 1676, 1966, 1640]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9377233020496778\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9377233020496778, 44), (0.9393131271689146, 48), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 2017, 5, 780, 809, 1208, 1798, 1873, 1732, 1339, 512, 1378, 1681, 1724, 1923, 1980, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9401080397285331\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9415635478254074, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 1743, 2008, 1980, 1980, 1318, 1882, 1339, 1461, 1164, 789, 1400, 1673, 1673, 1667, 1977, 1932, 1956, 1339, 1807, 1411, 1567, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 2048, 47, 459, 1210, 1213, 1580, 1655, 1798, 1850, 1851, 1904, 1993, 2026, 2036, 1177, 2000, 503, 1080, 1208, 1532, 1676, 1724, 1844, 1860, 1873, 1953, 1965, 1973, 1854, 1230, 1121]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9421972799581908\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8855277071595857, 12), (0.8928162372185142, 13), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1667, 1118, 5, 519, 1378, 1563, 1988, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8993525919522125\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 10\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9010498706893393, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 512, 1724, 1732, 1822, 789, 1667, 1118, 1673, 1964, 5, 656, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9034614717726672\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 10\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1993, 1118, 459, 805, 718, 789, 1164, 1601, 1743, 1745, 1844, 2019, 1080, 1580, 780, 1208, 1798, 1732, 512, 1724, 891, 958, 1065, 1293, 1388, 1400, 1502, 1763, 1773, 1807, 1825, 1828, 1851, 1909, 1932, 1956, 1980, 1994, 2054, 2061, 1667, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9362140671438584\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 459, 1580, 512, 1724, 1732, 789, 1673, 1118, 1928, 1953, 1993, 805, 1164, 1601, 1873, 519, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9143057397326847\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 10\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9049975700829591, 16), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 512, 1724, 1732, 1822, 1953, 789, 1118, 1964, 5, 656, 1745, 636, 1378]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9058462094515225\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 10\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1745, 1807, 459, 656, 1580, 1673, 1724, 1822, 1953, 2019, 5, 1667, 1732, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9066142586066684\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 10\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9360260233125508, 39), (0.9361334769304408, 40), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1567, 1811, 1966, 2017, 5, 780, 809, 1208, 1400, 1798, 1873, 1732, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9361334769304408\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9143057397326847, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 459, 1580, 512, 1724, 1732, 1822, 1953, 2019, 789, 1667, 1118, 1673, 1964, 5, 656, 1745, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9148588816520505\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.9362140671438584, 43), (0.9401080397285331, 44), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 5, 780, 809, 1208, 1798, 1873, 1732, 1339, 512, 1378, 1681, 1724, 1923, 1980, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.940876088883679\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 718, 459, 1118, 1580, 1673, 1676, 1773, 1807, 1065, 1724, 1953, 2019, 805, 1144, 1732, 1606, 1964, 1667, 1938, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.921218182128998\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 11\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1673, 1993, 1118, 459, 805, 718, 789, 1601, 1743, 1745, 1844, 2019, 1080, 1580, 1732, 512, 1724, 958, 1065, 1293, 1388, 1502, 1773, 1807, 1825, 1828, 1851, 1909, 1994, 2061, 1676, 1822, 1928, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9361066135259684\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 11\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.9066142586066684, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 512, 1724, 1732, 1822, 1953, 789, 1118, 1964, 5, 656, 1745, 1378, 1673, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.906641122011141\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 11\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1118, 5, 519, 1378, 1563, 1988, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8937882040348833\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 11\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.9244784225808893, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 459, 1580, 1673, 1724, 1822, 1953, 2019, 5, 1667, 1732, 1964, 512, 718, 1065, 1144, 1676, 1881, 1963, 1993, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.927335711965693\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 11\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7657279127867362, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1378, 1993, 1563, 1988, 519, 512, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8299973869233832\n", - "Coverage: 0.8890625\n", - "Birth Iteration: 11\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9058462094515225, 15), (0.906641122011141, 16), (0.9073823077618144, 17), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9097939088451422, 15), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 512, 1732, 1822, 789, 1118, 1964, 5, 656, 1378, 519, 1563, 1988, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9097939088451422\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 11\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.8786848654021329, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9097939088451422, 15), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9097939088451422, 15), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 5, 1378, 1993, 1724, 1745, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.879721548602004\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 11\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9097939088451422, 15), (0.9148588816520505, 18), (0.9190214882814502, 20), (0.921218182128998, 21), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9097939088451422, 15), (0.9148588816520505, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1937, 1928, 512, 1993, 805, 1732, 1964, 519, 656, 1563, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9241829251316918\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 12\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9097939088451422, 15), (0.9148588816520505, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.9148588816520505, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 1563, 519, 512, 1732, 1118, 1144, 1164, 1601, 1740, 1854, 1881, 1953, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9100088160809223\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 12\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.9148588816520505, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9293284881520176, 26), (0.9302039909250536, 28), (0.9347854224514567, 29), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.9148588816520505, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 459, 1580, 1673, 1724, 1822, 1953, 2019, 1667, 1732, 1964, 512, 718, 1065, 1144, 1676, 1881, 1963, 1993, 2020, 805, 1825, 1873, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347854224514567\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 12\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.9148588816520505, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1118, 5, 519, 1378, 1988, 1993, 459, 503, 1065, 1580, 1673, 1773, 1825, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9177430344413267\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 12\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1724, 1667, 1732, 512, 718, 1065, 1676, 1993, 1378, 1563, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.913795335047707\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 12\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 512, 1732, 718, 805, 1144, 1164, 1580, 1673, 1724, 1854, 1873, 1881, 1953, 2008, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.91647557017576\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 12\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.8299973869233832, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.869683182776162, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 519, 1378, 1563, 1993, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.869683182776162\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 13\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.869683182776162, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1378, 1993, 1563, 1988, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7545991369520781\n", - "Coverage: 0.7984375\n", - "Birth Iteration: 13\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.9177430344413267, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 1563, 1318, 1065, 1825, 1881, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.922808007248235\n", - "Coverage: 0.996875\n", - "Birth Iteration: 13\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.879721548602004, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1378, 1993, 1563, 1988, 519, 512, 1732, 1118, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8886536305891145\n", - "Coverage: 0.984375\n", - "Birth Iteration: 13\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 459, 1580, 1673, 1724, 1822, 1953, 2019, 1667, 1732, 1964, 512, 718, 1065, 1144, 1676, 1881, 1963, 1993, 2020, 805, 1825, 1873, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9346779688335666\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 13\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 718, 1580, 1724, 1854, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7559142227073916\n", - "Coverage: 0.8359375\n", - "Birth Iteration: 14\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.927335711965693, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1937, 1928, 512, 1993, 805, 1732, 1964, 656, 459, 1667, 1825, 1873, 1963, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9307034060354744\n", - "Coverage: 0.996875\n", - "Birth Iteration: 14\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1724, 1822, 1953, 1732, 1964, 512, 718, 1065, 1144, 1676, 1881, 1993, 2020, 805, 1928, 519, 1318, 1563, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9317132258308729\n", - "Coverage: 0.996875\n", - "Birth Iteration: 14\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 1743, 2008, 1980, 1980, 1318, 1882, 1339, 1461, 1164, 789, 1400, 1673, 1673, 1977, 1932, 1956, 1339, 1807, 1411, 1567, 1732, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 2048, 47, 459, 1210, 1213, 1580, 1655, 1798, 1850, 1851, 1904, 1993, 2026, 1177, 2000, 503, 1080, 1208, 1532, 1676, 1724, 1844, 1860, 1873, 1953, 1965, 1973, 1854, 1230, 805, 1928, 1740, 1144, 1822, 1209, 1121, 43, 1988, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9422241433626632\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1118, 5, 519, 1378, 1563, 1988, 1993, 1667, 1928, 1673, 1676, 1822, 1953, 1825, 805, 1065, 1963, 1580, 1964, 1724, 459, 718, 1873, 1881, 2019, 2020, 1144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9351505205395148\n", - "Coverage: 0.996875\n", - "Birth Iteration: 14\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7545991369520781, 6), (0.7559142227073916, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "[(0.7672908745015007, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 519, 1378, 1563, 1993, 1724]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7672908745015007\n", - "Coverage: 0.8125\n", - "Birth Iteration: 14\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7672908745015007, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "[(0.7672908745015007, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1732, 1964, 512, 718, 1065, 1676, 1881, 1963, 1993, 2020, 805, 1873, 1928, 1937, 1108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9254076521628704\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 14\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7672908745015007, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 1563, 1988, 519, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7924423474708104\n", - "Coverage: 0.9171875\n", - "Birth Iteration: 14\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9422241433626632, 74), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1606, 1773, 891, 1679, 1909, 2019, 1743, 2008, 1980, 1980, 1318, 1882, 1339, 1461, 1164, 789, 1400, 1673, 1673, 1667, 1977, 1932, 1956, 1339, 1807, 1411, 1567, 1732, 1923, 1763, 718, 209, 1157, 1637, 1868, 1926, 2048, 47, 459, 1210, 1213, 1580, 1655, 1798, 1850, 1851, 1904, 1993, 2026, 2036, 1177, 2000, 503, 1080, 1208, 1532, 1676, 1724, 1844, 1860, 1873, 1953, 1973, 1854, 1230, 1065, 1928, 1963, 1144, 2005]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9430190559222817\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8937882040348833, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 5, 656, 1118, 1580, 1673, 1964, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8945831165945017\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 14\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9100088160809223, 15), (0.913795335047707, 16), (0.91647557017576, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1732, 512, 1065, 1993, 1378, 1563, 1311, 1773, 1825, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9171361657130158\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 14\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.9034614717726672, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9034614717726672, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1580, 1807, 1928, 512, 1993, 1732, 1563, 1065, 1825, 1311, 1378, 1727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.900416138556556\n", - "Coverage: 0.99375\n", - "Birth Iteration: 14\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9034614717726672, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1563, 1988, 1993, 805, 1118, 1318, 1673, 1773, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9094556741615565\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 14\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9414292308030449, 67), (0.9421972799581908, 68), (0.9430190559222817, 70), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 780, 809, 1208, 1798, 1732, 1339, 1681, 1724, 1923, 1980, 2031, 47, 1144, 1157, 1213, 1411, 1637, 1655, 1667, 1676, 1679, 1763, 1850, 1851, 1860, 1882, 1926, 1956, 1973, 2000, 2026, 2036, 2048, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9431265095401717\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 459, 1580, 1673, 1724, 1822, 1953, 1732, 512, 718, 1065, 1144, 1676, 1881, 1993, 2020, 805, 1825, 1928, 519, 1318, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9308377230578369\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 15\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1567, 1811, 5, 780, 809, 1208, 1400, 1798, 1873, 1732, 1339, 512, 1378, 1965, 2031, 716]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9368746626811143\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.900416138556556, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.905669155194772, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 519, 1378, 1563, 1993, 1854, 805, 1118, 1318, 1773, 1327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.905669155194772\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 15\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.905669155194772, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.905669155194772, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1798, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1854, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416172746343525\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.905669155194772, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 39), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.905669155194772, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1676, 1993, 1118, 459, 1773, 805, 718, 789, 1164, 1236, 1364, 1601, 1606, 1740, 1743, 1745, 1844, 1932, 503, 1080, 1580, 1928, 1811, 1966, 2017, 5, 780, 809, 1208, 1400, 1798, 1873, 1732, 1339, 716]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9361334769304408\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.8993525919522125, 12), (0.905669155194772, 13), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 656, 1118, 1580, 1673, 1964, 805, 1318, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9080538928736273\n", - "Coverage: 0.990625\n", - "Birth Iteration: 15\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1563, 1988, 1993, 805, 1118, 1318, 1673, 1773, 1881, 1065, 1311, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9204501329738521\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 15\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 656, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9193597229650361\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 15\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1798, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1854, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 2015, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9424121871939709\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9431265095401717, 60), (0.9439214220997902, 75)]\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2008, 1673, 1807, 1993, 1118, 459, 805, 718, 789, 1164, 1364, 1601, 1606, 1740, 1743, 1844, 1932, 2019, 503, 1080, 1580, 1928, 1965, 1567, 1811, 780, 809, 1798, 1732, 1339, 1681, 1724, 1923, 1980, 2031, 47, 1144, 1157, 1213, 1411, 1637, 1655, 1676, 1679, 1763, 1850, 1851, 1860, 1882, 1926, 1956, 1973, 2000, 2026, 2036, 2048, 1854, 1977, 1158]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9439214220997902\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2031, 1881, 1828, 1798, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3410174880763116\n", - "Coverage: 0.37265625\n", - "Birth Iteration: 16\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 1563, 1988, 519, 1807, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8328705501381023\n", - "Coverage: 0.975\n", - "Birth Iteration: 16\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 14), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1563, 1988, 1993, 805, 1118, 1673, 1773, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9094556741615565\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 16\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9171361657130158, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1732, 512, 1065, 1993, 1378, 1311, 1773, 1825, 1964, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9189140346635603\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 16\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9351505205395148, 31), (0.9361066135259684, 34), (0.9361334769304408, 38), (0.9368746626811143, 40), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 459, 1580, 1673, 1724, 1822, 1953, 2019, 1732, 1964, 512, 718, 1065, 1144, 1676, 1963, 1993, 805, 1825, 1928, 958, 1388, 1743, 1773, 1844, 1994, 1121]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9394205807868047\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 16\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.869683182776162, 8), (0.8758813028262744, 9), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1378, 1563, 1993, 1854, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8881004886697486\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 16\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1563, 1993, 805, 1118, 1318, 1673, 1773, 1881, 1065, 1580, 718, 1144, 1724, 1928, 1964, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.928318668356619\n", - "Coverage: 0.996875\n", - "Birth Iteration: 16\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9254076521628704, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1378, 1988, 1993, 459, 718, 805, 1065, 1318, 1580, 1673, 1676, 1822, 1881, 1909, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9260413842956537\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 16\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1798, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1854, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1825, 1601, 1828, 1502, 1993, 1994, 1388, 2061, 1293, 1745, 1844, 1724, 958]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9454575204100821\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9424121871939709, 56), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1798, 1850, 1851, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1854, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1955, 1644, 1744, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433682801804244\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9308377230578369, 23), (0.9317132258308729, 24), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1988, 1993, 459, 718, 805, 1065, 1318, 1580, 1673, 1676, 1822, 1881, 1909, 2020, 1118, 1773, 1928, 1976]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9317132258308729\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 17\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.8945831165945017, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1378, 1993, 805, 1065, 1580, 1881, 1563, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9068828926513937\n", - "Coverage: 0.99375\n", - "Birth Iteration: 17\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 1563, 519, 1807, 1732, 718, 805, 1065, 1144, 1318, 1724, 1773, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9098476356540872\n", - "Coverage: 0.99375\n", - "Birth Iteration: 17\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3410174880763116, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1563, 1988, 519, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.778053331184261\n", - "Coverage: 0.9125\n", - "Birth Iteration: 17\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.8328705501381023, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 1318]\n", - "Fitness: 1.0\n", - "Accuracy: 0.840083374238972\n", - "Coverage: 0.98125\n", - "Birth Iteration: 18\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9241829251316918, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9244246957719444, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1580, 1673, 1807, 512, 1993, 805, 1732, 1318, 1065, 1825, 1881, 459, 519, 718, 1378, 1909, 1988, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9244246957719444\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 18\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9244246957719444, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9416172746343525, 54), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9244246957719444, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433145533714794\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 18\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9244246957719444, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1732, 512, 1065, 1993, 1378, 1311, 1773, 1964, 718, 805, 1318, 1724, 1881, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9253807887583978\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 18\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.9346779688335666, 25), (0.9347854224514567, 26), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 459, 1825, 1963, 2019, 1121, 1144, 1388, 1676, 1844, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937223886939257\n", - "Coverage: 0.996875\n", - "Birth Iteration: 18\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9189140346635603, 15), (0.9193597229650361, 16), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9198701276500139, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9198701276500139\n", - "Coverage: 0.990625\n", - "Birth Iteration: 18\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9198701276500139, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9317132258308729, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9198701276500139, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 459, 718, 805, 1318, 1580, 1673, 1676, 1822, 1881, 1909, 1118, 1773, 1928, 1976, 1121, 1388, 1825, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340442367007832\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 19\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9198701276500139, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 1580, 1673, 1732, 512, 1065, 1993, 1378, 1964, 718, 805, 1318, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9199238544589587\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 19\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.8886536305891145, 10), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 519, 805, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9022477343160455\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 19\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9439214220997902, 59), (0.9454575204100821, 67)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1388, 1825, 1844, 1993, 1994]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 19\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9204501329738521, 17), (0.922808007248235, 18), (0.9253807887583978, 19), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1993, 805, 1118, 1673, 1773, 1065, 1580, 718, 1144, 1724, 1928, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9254882423762879\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 19\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1993, 1563, 519, 1807, 1732, 718, 805, 1065, 1144, 1318, 1724, 1773, 1964, 512, 1118, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9202620891425446\n", - "Coverage: 0.996875\n", - "Birth Iteration: 19\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9307034060354744, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 459, 718, 805, 1318, 1580, 1673, 1676, 1822, 1881, 1909, 1118, 1773, 1928, 1121, 1825, 2019, 1144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310794936980895\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 20\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1563, 1988, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7045196456961162\n", - "Coverage: 0.7796875\n", - "Birth Iteration: 20\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8881004886697486, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 519, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8974245321493899\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 20\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9098476356540872, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9117598216269943, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1378, 1993, 805, 1065, 1580, 1881, 1854, 718, 1318, 1673, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9117598216269943\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 20\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9117598216269943, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1993, 805, 1118, 1673, 1773, 718, 1144, 1724, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9120821824806644\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 20\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9080538928736273, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1378, 1993, 805, 1065, 1580, 1881, 1563, 1854, 958]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9084727177706304\n", - "Coverage: 0.99375\n", - "Birth Iteration: 20\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.9260413842956537, 20), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 519, 805, 1118, 1928, 1673, 1065, 1580, 1773, 718, 1964, 1144, 1724]\n", - "Fitness: 1.0\n", - "Accuracy: 0.927496892392528\n", - "Coverage: 0.996875\n", - "Birth Iteration: 20\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7045196456961162, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 1509]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7239186869167894\n", - "Coverage: 0.865625\n", - "Birth Iteration: 20\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9202620891425446, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1993, 805, 1118, 1673, 1773, 1065, 1580, 718, 1144, 1724, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9231035046974325\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 20\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9433682801804244, 55), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1844, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9448775150862437\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 20\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9433145533714794, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1631, 1559, 1798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9434220069893695\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.928318668356619, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 459, 718, 805, 1318, 1580, 1673, 1676, 1881, 1909, 1118, 1773, 1928, 1121, 1825, 2019, 1144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9294628051743801\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 21\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9068828926513937, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1993, 805, 1065, 1580, 1724, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9084189909616854\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 21\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.840083374238972, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.8481399534530465, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8481399534530465\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 21\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.7924423474708104, 6), (0.8481399534530465, 7), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 1993, 1807, 519, 805, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.848220543666464\n", - "Coverage: 0.9375\n", - "Birth Iteration: 21\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9084727177706304, 12), (0.9094556741615565, 13), (0.9120821824806644, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1993, 1563, 1988, 519, 1807, 718, 805, 1065, 1144, 1580, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9138490618566519\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 21\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 519, 805, 1118, 1988]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9030695102801365\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 21\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.927496892392528, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.9293284881520176, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 805, 1118, 1773, 1881, 1311, 459, 718, 1121, 1580, 1676, 1822, 1928, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293284881520176\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 21\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9254882423762879, 17), (0.9293284881520176, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 519, 1993, 805, 1118, 1773, 1065, 1580, 718, 1144, 1724, 1928, 1964, 5]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9282112147387289\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.778053331184261, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 1732, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8081476705765132\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 22\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9294628051743801, 21), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9302845811384711, 20), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 459, 718, 805, 1580, 1676, 1822, 1881, 1909, 1118, 1773, 1928, 1121, 1825, 2019, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9302845811384711\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 22\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9302845811384711, 20), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.930891449866782, 19), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 805, 1118, 1773, 1881, 459, 718, 1121, 1580, 1676, 1928, 2019, 1144, 1318, 1673]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930891449866782\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 22\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.848220543666464, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.930891449866782, 19), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.930891449866782, 19), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 718, 805, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8630821116589618\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 22\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.930891449866782, 19), (0.9310794936980895, 22), (0.9340442367007832, 23), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.930891449866782, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 459, 718, 805, 1580, 1673, 1676, 1822, 1881, 1118, 1773, 1928, 1121, 1825, 2019, 1144, 1823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340979635097282\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 22\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.930891449866782, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 805, 1118, 1773, 1881, 459, 718, 1121, 1580, 1676, 1822, 1928, 2019, 1388, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9324544115815463\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 22\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9030695102801365, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9051587505097942, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 1993, 1807, 519, 805, 1118, 718, 1065, 1229]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9051587505097942\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 22\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9051587505097942, 10), (0.9084189909616854, 11), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1065, 1993, 805, 519, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9084189909616854\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 22\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9140908324969046, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1673, 1732, 512, 1065, 1993, 805, 459, 718, 1118, 1121, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9140908324969046\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 22\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9140908324969046, 14), (0.9199238544589587, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9140908324969046, 14), (0.9200581714813214, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 805, 1580, 1881, 1909, 1118, 1773, 1928, 1121, 2019, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9200581714813214\n", - "Coverage: 0.996875\n", - "Birth Iteration: 22\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9140908324969046, 14), (0.9200581714813214, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9324544115815463, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9140908324969046, 14), (0.9200581714813214, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 805, 1118, 1773, 1881, 1311, 459, 718, 1121, 1580, 1676, 1822, 1928, 2019, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9331150071188021\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 23\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9140908324969046, 14), (0.9200581714813214, 15), (0.9231035046974325, 16), (0.9282112147387289, 17), (0.9293284881520176, 18), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9308377230578369\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 23\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7239186869167894, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7353319706260882\n", - "Coverage: 0.8765625\n", - "Birth Iteration: 23\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9138490618566519, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.914010242283487, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 519, 805, 1065, 1144, 1580, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.914010242283487\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 23\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.914010242283487, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1065, 1993, 805, 519, 1563, 1118, 2006]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9162875263444523\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 23\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9022477343160455, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1807, 519, 805, 1118, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9082846739393229\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 24\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7353319706260882, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7805186590765338\n", - "Coverage: 0.93359375\n", - "Birth Iteration: 24\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1825, 2019, 1121, 1144, 1388, 1676, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339636464873657\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 24\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1118, 1121, 1388, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9223085921378141\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 24\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9162875263444523, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 718, 1580, 1909, 1065, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9179042148681618\n", - "Coverage: 0.996875\n", - "Birth Iteration: 24\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 24), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 459, 1825, 1963, 2019, 1121, 1144, 1388, 1676, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937223886939257\n", - "Coverage: 0.996875\n", - "Birth Iteration: 24\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1563, 1993, 1807, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8750595268621835\n", - "Coverage: 0.98125\n", - "Birth Iteration: 25\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9339636464873657, 20), (0.9340979635097282, 21), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9347048322380391, 20), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 512, 1732, 789, 1993, 805, 1118, 1773, 1881, 1311, 459, 718, 1121, 1580, 1676, 1822, 1928, 2019, 1388, 1825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347048322380391\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 25\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9331150071188021, 19), (0.9347048322380391, 20), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9339636464873657, 19), (0.9347048322380391, 20), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 2019, 1121, 1144, 1388, 1676, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339636464873657\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 25\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9179042148681618, 12), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9339636464873657, 19), (0.9347048322380391, 20), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9339636464873657, 19), (0.9347048322380391, 20), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9188603078546153\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 25\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9339636464873657, 19), (0.9347048322380391, 20), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9339636464873657, 19), (0.9347048322380391, 20), (0.9347585590469841, 22), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1825, 2019, 1121, 1144, 1388, 1676, 519, 1881, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347585590469841\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 25\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9339636464873657, 19), (0.9347048322380391, 20), (0.9347585590469841, 22), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 1928, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9364289743796386\n", - "Coverage: 0.996875\n", - "Birth Iteration: 26\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.937223886939257, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 459, 1825, 1963, 2019, 1121, 1144, 1388, 1676, 956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387599852495488\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 26\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1631, 1993, 1994, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441363293355703\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 26\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9223085921378141, 13), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9276580728193631\n", - "Coverage: 0.990625\n", - "Birth Iteration: 26\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 2019, 1121, 1144, 1388, 1676, 519, 1844, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9378844824765129\n", - "Coverage: 0.996875\n", - "Birth Iteration: 26\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9339636464873657, 18), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1118, 1121, 1388, 718, 1144, 1773, 1822, 1928, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339636464873657\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 26\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9339636464873657, 18), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9339636464873657, 18), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909, 1676, 1773, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9324275481770739\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 26\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.8750595268621835, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9339636464873657, 18), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9339636464873657, 18), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 718, 805, 1732, 789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.894083701484081\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 27\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9339636464873657, 18), (0.9364289743796386, 19), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9364289743796386\n", - "Coverage: 0.996875\n", - "Birth Iteration: 27\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8081476705765132, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 718, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8430481172416657\n", - "Coverage: 0.95546875\n", - "Birth Iteration: 27\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1631, 1798, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410372693105141\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1118, 1807, 459, 1580, 1673, 1724, 1822, 1953, 2019, 1732, 1964, 512, 718, 1065, 1144, 1676, 1963, 1993, 805, 1825, 1928, 958, 1388, 1773, 1844, 1994, 1121, 899]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9401886299419506\n", - "Coverage: 0.996875\n", - "Birth Iteration: 27\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9441363293355703, 52), (0.9448775150862437, 53), (0.9463867499920631, 56)]\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 209, 1080, 1993, 1994, 203, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9448775150862437\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 28\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7207390366783156\n", - "Coverage: 0.865625\n", - "Birth Iteration: 28\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8974245321493899, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1563, 519, 1807, 718, 805, 1732, 789, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8989337670552091\n", - "Coverage: 0.984375\n", - "Birth Iteration: 28\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9084189909616854, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9150200620788855\n", - "Coverage: 0.98125\n", - "Birth Iteration: 28\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9308645864623094\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 28\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9410372693105141, 50), (0.9434220069893695, 51), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1637, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1631, 1798, 2000, 1960]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441631927400429\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 30\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.7207390366783156, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1807, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7642882785197775\n", - "Coverage: 0.9\n", - "Birth Iteration: 31\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.947154799147209, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1388, 1825, 1844, 1993, 1994, 1767, 1973, 2031, 1158]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947154799147209\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 31\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.947154799147209, 60)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.947154799147209, 60), (0.9471816625516816, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1388, 1844, 1993, 1994, 1767, 519, 1121, 899, 1411, 1108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9471816625516816\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 31\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.894083701484081, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.947154799147209, 60), (0.9471816625516816, 61)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.947154799147209, 60), (0.9471816625516816, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1807, 718, 805, 1732, 459, 789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8948786140436994\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 32\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.947154799147209, 60), (0.9471816625516816, 61)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.9471816625516816, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1388, 1844, 1993, 1994, 1767, 519, 1121, 899, 1411, 1108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9471816625516816\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 32\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.940876088883679, 42), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.9471816625516816, 60)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.9471816625516816, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1767, 1851, 1868, 1873, 1923, 1953, 1963, 1994, 2008, 940]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9409029522881516\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 32\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9463867499920631, 56), (0.9471816625516816, 60)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 56), (0.9471816625516816, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1388, 1825, 1844, 1993, 1994]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9455918374324447\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 32\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 56), (0.9471816625516816, 60)]\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 209, 1080, 1993, 1994, 203, 2000, 1121, 1388, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 32\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7805186590765338, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1807, 1732, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7985281296476743\n", - "Coverage: 0.95078125\n", - "Birth Iteration: 32\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 2008, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 209, 1157, 1637, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1080, 1532, 1676, 1873, 1953, 1230, 512, 805, 1928, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 1388, 1844, 1993, 1994, 1767, 519, 1121, 899, 1411, 1108, 2000, 1177, 203]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9479765751113001\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.9409029522881516, 39), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1868, 1873, 1923, 1953, 1963, 1994, 2008, 940, 1926]\n", - "Fitness: 1.0\n", - "Accuracy: 0.941751591656715\n", - "Coverage: 0.996875\n", - "Birth Iteration: 33\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8430481172416657, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1807, 718, 1732, 459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8438430298012841\n", - "Coverage: 0.95390625\n", - "Birth Iteration: 33\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9324275481770739, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909, 1773, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348122858559291\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 718, 1118, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9286678926147617\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909, 1676, 1773, 1928, 899, 1923, 1157, 1926, 1164, 1549, 1822, 1953, 1963, 940, 47, 1851, 1994, 1868, 1873, 1108, 2008, 2019, 1763, 1637, 1655, 1144, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425733676208059\n", - "Coverage: 0.996875\n", - "Birth Iteration: 34\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.7985281296476743, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [519, 1807, 1732, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001448181713837\n", - "Coverage: 0.94453125\n", - "Birth Iteration: 34\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9308645864623094, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9324275481770739\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9441631927400429, 50), (0.9448775150862437, 52), (0.9455918374324447, 54), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 1318, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9455918374324447\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 34\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 29), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 459, 1825, 1963, 2019, 1121, 1144, 1388, 1676, 958, 1065, 1844, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9401886299419506\n", - "Coverage: 0.996875\n", - "Birth Iteration: 34\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9471816625516816, 60), (0.9479765751113001, 63)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 209, 899, 1121, 1388, 1411, 1637, 1844, 1928, 1953, 2008, 1539]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9487446242664459\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1868, 1873, 1923, 1953, 1963, 1994, 2008, 940, 1926, 1825, 1928, 1673, 1964, 1773, 956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433951435848968\n", - "Coverage: 0.996875\n", - "Birth Iteration: 35\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9324275481770739, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 1993, 805, 519, 459, 1121, 1388, 1118, 718, 1624, 1773, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9332761875456372\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 36\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 3), (0.8001448181713837, 4), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8001448181713837\n", - "Coverage: 0.94453125\n", - "Birth Iteration: 36\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.941751591656715, 38), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019, 1532, 1549, 1637, 1655, 1851, 1868, 1923, 1928, 1953, 1963, 1994, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418590452746051\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 37\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433951435848968, 44), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1926, 1065, 1210, 1667, 1844, 1850, 1928, 1980, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433951435848968\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 37\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8630821116589618, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [512, 1732, 789, 1807, 1118, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8800976362646191\n", - "Coverage: 0.97578125\n", - "Birth Iteration: 38\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433145533714794\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 38\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 40), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 39), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1868, 1873, 1923, 1953, 1963, 2008, 940, 1926, 1673, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425733676208059\n", - "Coverage: 0.996875\n", - "Birth Iteration: 38\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9082846739393229, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 39), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 39), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9086070347929931\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 38\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 39), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1157, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1667, 1624, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425733676208059\n", - "Coverage: 0.996875\n", - "Birth Iteration: 39\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 1118, 1667, 1923, 1157, 1926, 1673, 1164, 1676, 1549, 1822, 1956, 1572, 1318, 1065, 1963, 47, 1080, 1210, 1339, 1980, 1850, 1851, 1994, 203, 1740, 718, 1743, 1230, 1873, 2000, 2019, 1763, 2020, 1252, 1773, 2036, 1909, 1655, 1144, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463061597786455\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 39\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 1743, 1339, 789, 1667, 1339, 1807, 1732, 1923, 718, 1118, 1157, 1868, 1926, 47, 459, 1580, 1655, 1851, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 209, 1080, 1993, 1994, 203, 2000, 1121, 1388, 519, 1637, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9440288757176802\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 39\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 55), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 209, 1993, 1994, 203, 2000, 1121, 1388, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 39\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1673, 1773, 1807, 1928, 512, 1993, 805, 1732, 1964, 459, 1825, 1963, 2019, 1121, 1144, 1388, 958, 1065, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9394205807868047\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 39\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1963, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.935472881393185\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 40\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9440288757176802, 46), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9447700614683536, 45), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 1743, 1339, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 2000, 203, 1080, 1993, 1994, 1572, 209, 519, 1388, 1637, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9447700614683536\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9447700614683536, 45), (0.9455918374324447, 50), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 1318, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9455918374324447\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8160967961726975\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 41\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9433951435848968, 43), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441094659310978\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 41\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.8948786140436994, 7), (0.8989337670552091, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9000779038729703\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 41\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8438430298012841, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.851180402413799\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 41\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1963, 1121, 1388, 958, 1065, 1953, 519, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9371164333213668\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 41\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 1743, 1339, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 2000, 203, 1080, 1993, 1994, 1572, 209, 519, 1388, 1637, 1868, 1121, 2019, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9455381106234997\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019, 1532, 1549, 1637, 1655, 1851, 1868, 1923, 1928, 1953, 1963, 1994, 2008, 1676, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9426539578342235\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 42\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9332761875456372, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340173732963106\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 42\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.851180402413799, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8568034013954318\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 42\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 45), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 1743, 1339, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 2000, 203, 1080, 1993, 1994, 1572, 209, 519, 1388, 1637, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9447700614683536\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 42\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.9308377230578369, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930891449866782\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 42\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8160967961726975, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8408514233941179\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 43\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9001584940863878\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 43\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 2019, 1121, 1144, 1388, 1676, 519, 1844, 1637, 1655, 1868, 1909, 1923, 1953, 1994, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 43\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.947208525956154, 56), (0.9487446242664459, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1773, 1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1868, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 1904, 2036, 1177, 1532, 1676, 1873, 1953, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 209, 1993, 1994, 203, 2000, 1121, 1388, 519, 1928, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947208525956154\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 43\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.947208525956154, 56), (0.9487446242664459, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.947208525956154, 56), (0.9494858100171193, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1210, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1740, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 209, 899, 1121, 1388, 1411, 1637, 1844, 1928, 2008, 1539, 1849, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9494858100171193\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 43\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.947208525956154, 56), (0.9494858100171193, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 1956, 1572, 1252, 1673, 203, 1868, 1773, 1230, 1743, 2000, 209, 2036, 1080, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486908974575009\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 43\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9433145533714794, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1108, 1157, 1164, 1532, 1549, 1637, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1964, 1065, 1667, 1844, 1980, 1395, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9438408318863727\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 43\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1851, 1923, 1953, 1963, 2008, 1926, 1964, 1065, 1980, 1956, 1673, 1773, 2036, 1825, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9432608265625344\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 44\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.9455381106234997, 48), (0.9455918374324447, 49), (0.9463061597786455, 51), (0.9463867499920631, 54), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 1411, 1539, 2036, 1956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947815394684465\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 44\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9447700614683536, 44), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1956, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9454575204100821\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 45\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9494858100171193, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 209, 899, 1121, 1388, 1411, 1637, 1844, 1928, 2008, 1964, 1395, 1572, 1773, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502538591722652\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 45\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9432608265625344, 39), (0.9438408318863727, 41), (0.9441094659310978, 42), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1157, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1667, 1624, 1773, 1637, 1928, 1676, 1549, 1868, 1844, 1144, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441631927400429\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 45\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019, 1532, 1637, 1655, 1851, 1923, 1928, 1953, 1963, 1994, 2008, 1773, 47, 1624, 1763, 1927, 2054]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9434220069893695\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 45\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9401886299419506, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019, 1532, 1655, 1851, 1928, 1953, 1963, 1676, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9402960835598406\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 45\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7642882785197775\n", - "Coverage: 0.9\n", - "Birth Iteration: 45\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8800976362646191, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 512, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8918870076365333\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 46\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3887122416534181\n", - "Coverage: 0.44765625\n", - "Birth Iteration: 46\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 39), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1157, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1667, 1624, 1773, 1637, 1928, 1868, 1549, 1844, 1144, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441631927400429\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 46\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8001448181713837, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8026907362770741\n", - "Coverage: 0.9390625\n", - "Birth Iteration: 46\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9001584940863878, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9016677289922073\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 46\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9434220069893695, 34), (0.9441631927400429, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 2008, 1667, 1773, 1928, 1868, 1549, 1844, 1144, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441631927400429\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 47\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 1532, 1549, 1655, 1676, 1763, 1851, 1873, 1923, 1953, 1963, 2008, 1926, 1964, 1065, 1980, 1395, 1956, 1673, 1773, 1230, 2036, 1339, 1825, 899]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9447700614683536\n", - "Coverage: 0.996875\n", - "Birth Iteration: 47\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9188603078546153, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 512, 805, 1118, 1121, 1388, 1580, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9228885974616525\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 48\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 1411, 1539, 2036, 1956, 1928, 1953, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9478959848978825\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 48\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 30), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1844, 1909, 2019, 1532, 1549, 1637, 1655, 1851, 1868, 1923, 1928, 1953, 1963, 1994]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418590452746051\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 48\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9447700614683536, 41), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 2008, 1667, 1773, 1928, 1868, 1549, 1844, 1144, 1532, 1994, 1676, 1637, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9449312418951887\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 48\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 34), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 2008, 1667, 1773, 1928, 1868, 1549, 1844, 1144, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441631927400429\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 48\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9378844824765129, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 2019, 1121, 1144, 1388, 519, 1844, 1909, 1953, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379919360944029\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 49\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 2019, 1121, 1144, 1388, 1676, 519, 1844, 1637, 1655, 1909, 1923, 1953, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9402692201553682\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 49\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9425733676208059, 31), (0.9426539578342235, 32), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1909, 1923, 1953, 1994, 1252, 47, 1157, 1624, 1763, 1873, 1963, 2008, 891, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9440826025266253\n", - "Coverage: 0.996875\n", - "Birth Iteration: 49\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 46), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 1411, 2036, 1956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947815394684465\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 58)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 209, 899, 1121, 1388, 1411, 1637, 1844, 1928, 2008, 1964, 1395, 1572, 1773, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502538591722652\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9371164333213668, 20), (0.9379919360944029, 21), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1144, 1388, 1676, 519, 1844, 1909, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379919360944029\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 51\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9286678926147617, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1993, 1807, 519, 805, 1118, 459, 718, 1121, 1388, 1580, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293016247475451\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 51\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 28), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1121, 1144, 1388, 1676, 519, 1844, 1637, 1655, 1868, 1909, 1923, 1953, 1994, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 51\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1963, 1624, 958, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9370895699168944\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 51\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9394205807868047, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 1121, 1388, 718, 1118, 1909, 1655, 1763, 1873, 1963, 1667, 1928, 1868, 1549, 1144, 1994, 1676, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9395011710002222\n", - "Coverage: 0.99375\n", - "Birth Iteration: 52\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 29), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1953, 2019, 1252, 1637, 1928, 1963, 1676, 1388, 718, 1615, 1773, 1844, 1909, 1655, 1144, 1118, 1851, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418590452746051\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 52\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1909, 1923, 1953, 1994, 47, 1157, 1624, 1763, 1873, 1963, 2008, 891, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433145533714794\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 52\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.9370895699168944, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1144, 1388, 519, 1844, 1909, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937223886939257\n", - "Coverage: 0.996875\n", - "Birth Iteration: 52\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9402692201553682, 25), (0.9402960835598406, 26), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 2019, 1532, 1655, 1851, 1928, 1953, 1963, 1676, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9409835425015691\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 53\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9454575204100821, 43), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 47, 899, 1164, 1532, 1637, 1655, 1676, 1763, 1923, 1963, 1994, 2008, 1964, 1065, 1844, 1980, 203, 1230, 1252, 1539, 2036, 1928, 1953, 1773, 1108, 716]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463061597786455\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 53\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9016677289922073, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9085264445795755\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 54\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 2019, 1532, 1655, 1851, 1928, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387062584406038\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 54\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9395011710002222, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 2019, 1532, 1655, 1963, 1676, 1773, 1252, 1851]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9401617665374782\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 54\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9441631927400429, 33), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1963, 1624, 1953, 1923, 1763, 1157, 1252, 1637, 1994, 47, 2000, 1873, 1909, 1655, 2008, 891, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9449043784907163\n", - "Coverage: 0.996875\n", - "Birth Iteration: 55\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9086070347929931, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1773, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9105729475748451\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 55\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9410641327149867, 27), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 2019, 1532, 1655, 1851, 1928, 1953, 1963, 1676, 1773, 1395]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9417784550611875\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 55\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9463061597786455, 42), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1923, 1953, 1994, 47, 1157, 1763, 1873, 1963, 2008, 203, 899, 1144, 1164, 1252, 1395, 1667, 1844, 1926, 1928, 1964, 1980, 2019, 1767]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9464942036099532\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 56\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9440826025266253, 31), (0.9449043784907163, 32), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 718, 1118, 1580, 1773, 1807, 1928, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1963, 1624, 1953, 1923, 1763, 1157, 1252, 1637, 47, 2000, 1873, 1909, 1655, 2008, 891, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9449043784907163\n", - "Coverage: 0.996875\n", - "Birth Iteration: 56\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 22), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 21), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 1532, 1655, 1851, 1928, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387062584406038\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 56\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 21), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 56), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 21), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1549, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1953, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 1956, 1572, 1252, 1673, 203, 1868, 1773, 1230, 1743, 2000, 209, 2036, 1080, 1339]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486908974575009\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 21), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 21), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1873, 1923, 1953, 1963, 2008, 1773, 1928, 1868, 1549, 1844, 1144, 1532, 1994, 1676, 1637, 1252, 1642, 1080, 1327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456992910503348\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 57\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9379919360944029, 20), (0.9387062584406038, 21), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 1655, 1851, 1928, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387062584406038\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 57\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9150200620788855, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1773, 1909, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9174047997577409\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 57\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9486908974575009, 55), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 2000, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1572, 1773, 1868]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9494320832081743\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 58\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9409835425015691, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 2019, 1655, 1963, 1676, 1773, 1252, 1851, 1118, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 58\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9085264445795755, 8), (0.9105729475748451, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9105729475748451\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 59\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.930891449866782, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1624, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9325618651994363\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 60\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9478959848978825, 49), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 1994, 2008, 1926, 1964, 1667, 1844, 1980, 1395, 203, 1230, 1252, 1411, 2036, 1108, 1549, 1642, 1773, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947922848302355\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 60\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9387599852495488, 23), (0.9401617665374782, 24), (0.9410641327149867, 25), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 1655, 1963, 1676, 1773, 1252, 1118, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 60\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 38), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1873, 1923, 1953, 1963, 2008, 1773, 1928, 1868, 1844, 1144, 1676, 1637, 1252, 1327, 1994, 1839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456455642413897\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 60\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 39), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 2008, 1773, 1928, 1868, 1549, 1844, 1144, 1532, 1994, 1676, 1637, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456992910503348\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 60\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 512, 805, 1388, 1773, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9117866850314669\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 61\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9418590452746051, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1822, 1844, 1909, 1655, 1928, 1118, 47, 891, 1157, 1252, 1763, 1873, 1963, 2008, 1339, 1800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9431802363491169\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 61\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9348122858559291, 16), (0.935472881393185, 17), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1624, 1909, 459, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9356340618200201\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 61\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 62\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8918870076365333, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8977200295985874\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 62\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8568034013954318, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 512, 718, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8569914452267393\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 62\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.947922848302355, 48), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 1411, 2036, 1956, 1572, 1743, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486371706485559\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 62\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 63\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 1994, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 2036, 1956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947815394684465\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 63\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1339, 789, 1673, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 203, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1773, 1868, 519, 1108, 1994, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9478422580889374\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 63\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8569914452267393, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 805, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8570134243758532\n", - "Coverage: 0.97734375\n", - "Birth Iteration: 63\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 18), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9364289743796386\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 63\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9325618651994363, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 1121, 1580, 1624, 1909, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9333567777590548\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 63\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9228885974616525, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1993, 1121, 1580, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9241401878973037\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 64\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293016247475451, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293822149609625\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 64\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 209, 899, 1121, 1388, 1411, 1637, 1844, 1928, 2008, 1964, 1395, 1572, 1773, 1868, 1825, 1681, 1828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502807225767378\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 64\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1108, 1655, 1763, 1873, 1923, 1953, 1963, 2008, 1773, 1928, 1868, 1844, 1144, 1676, 1637, 1327, 1994, 1549]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9449312418951887\n", - "Coverage: 0.996875\n", - "Birth Iteration: 64\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387062584406038, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1144, 1252, 1655, 1928, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387331218450763\n", - "Coverage: 0.996875\n", - "Birth Iteration: 65\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.937223886939257, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1822, 1844, 1909, 1676, 1773, 1118, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379650726899305\n", - "Coverage: 0.996875\n", - "Birth Iteration: 65\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456455642413897, 36), (0.9456992910503348, 37), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1822, 1909, 2019, 47, 1655, 1763, 1851, 1873, 1923, 1953, 1963, 2008, 1773, 1928, 1868, 1549, 1844, 1144, 1532, 1994, 1676, 1637, 1252, 1583]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456992910503348\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 65\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1909, 1923, 47, 1157, 1763, 1873, 1963, 2008, 891, 1800, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9424390505984435\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 65\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.9364289743796386, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1624, 1909, 459, 1822, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.937170160130312\n", - "Coverage: 0.996875\n", - "Birth Iteration: 66\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9276580728193631, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9285873024013441\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 66\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9433145533714794, 30), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9448237882772987\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 66\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9431802363491169, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9440288757176802\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 67\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 40), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1923, 1953, 1994, 47, 1763, 1873, 1963, 2008, 203, 899, 1144, 1164, 1252, 1395, 1667, 1844, 1926, 1928, 1964, 1980, 2019, 1767]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9464942036099532\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 67\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9000779038729703, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9032844175159166, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9032844175159166\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 67\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9032844175159166, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 1807, 718, 512, 805, 1388, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9046324719949008\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 67\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 19), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1624, 1909, 459, 1822, 1773, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379650726899305\n", - "Coverage: 0.996875\n", - "Birth Iteration: 67\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1144, 1252, 1655, 1928, 1963, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9395280344046948\n", - "Coverage: 0.996875\n", - "Birth Iteration: 68\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9241401878973037, 11), (0.9285873024013441, 12), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1388, 1993, 1121, 1909, 1118, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9285873024013441\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 68\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8570134243758532, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.860885417811414, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.860885417811414\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 69\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.860885417811414, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9333567777590548, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.860885417811414, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 1121, 1580, 1624, 1909, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339636464873657\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 69\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.860885417811414, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387331218450763, 20), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.860885417811414, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 1121, 1388, 718, 1144, 1909, 1655, 1963, 1773, 1252, 1118, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387599852495488\n", - "Coverage: 0.99375\n", - "Birth Iteration: 69\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.860885417811414, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8618415107978675\n", - "Coverage: 0.97265625\n", - "Birth Iteration: 70\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9293822149609625, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.930783996248892, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 1121, 1580, 1909, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930783996248892\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 70\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.930783996248892, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1388, 1993, 1121, 1909, 1118, 1580, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9317669526398179\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 70\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9449312418951887, 35), (0.9456992910503348, 36), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1144, 1252, 1655, 1928, 1963, 1953, 1923, 2019, 1763, 1637, 1994, 1676, 1549, 1868, 47, 1873, 1773, 1844, 1108, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456992910503348\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 70\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 1411, 2036, 1956, 1572, 1743, 2000, 1673, 1850, 1868, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486640340530283\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 70\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.9117866850314669, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 512, 805, 1388, 1909, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.915814974638504\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 71\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 52), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 52), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 1549, 2000, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1572, 1773, 1868, 1994, 1532, 519]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502269957677927\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 71\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 52), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1994]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9494320832081743\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 71\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9449043784907163, 31), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456187008369172\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 71\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9424390505984435, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1157, 1637, 1800, 1963, 47, 1873, 1655, 2008, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9432070997535893\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 71\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9174047997577409, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 789, 1807, 718, 512, 805, 1388, 1909, 1121, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9181997123173593\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 71\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 61)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1673, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1850, 1851, 2036, 1532, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 2020, 1252, 1549, 2000, 203, 1080, 1993, 1994, 209, 899, 1121, 1388, 1411, 1637, 1844, 1928, 2008, 1964, 1395, 1773, 1868, 1825, 1681, 1828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502807225767378\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 72\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 1532, 1655, 1928, 1963, 1676, 1773, 1395, 1252, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.941751591656715\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 72\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9105729475748451, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 1807, 718, 512, 805, 1388, 1909, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9126353244000303\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 72\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 73\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9478422580889374, 45), (0.9486371706485559, 47), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1118, 1144, 1822, 1909, 2019, 47, 899, 1157, 1164, 1532, 1637, 1655, 1676, 1763, 1851, 1873, 1923, 1963, 2008, 1926, 1964, 1065, 1667, 1844, 1980, 1395, 203, 1230, 1252, 2036, 1956, 1743, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486371706485559\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 73\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 74\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9181997123173593, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 1807, 718, 512, 805, 1388, 1909, 1121, 1580, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9253539253539254\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 74\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502269957677927, 55), (0.9502538591722652, 57), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1994, 1210]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502538591722652\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 75\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9356340618200201, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 1121, 1388, 718, 1909, 1655, 1963, 1252, 1118, 1928]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9371164333213668\n", - "Coverage: 0.99375\n", - "Birth Iteration: 76\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 1121, 1580, 1624, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9325618651994363\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 76\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9448237882772987, 29), (0.9456187008369172, 30), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456187008369172\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 76\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9486640340530283, 50), (0.9494320832081743, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9494320832081743\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 77\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.947815394684465, 44), (0.9486371706485559, 45), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1923, 1953, 47, 1763, 1873, 1963, 2008, 203, 899, 1144, 1164, 1252, 1395, 1667, 1844, 1926, 1964, 1980, 1767, 1157, 1230, 1743, 1851, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9487177608619735\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 77\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9417784550611875, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 512, 1993, 805, 519, 459, 1121, 1388, 718, 1144, 1822, 1844, 1909, 2019, 1532, 1655, 1851, 1928, 1963, 1773, 1395, 1118, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418590452746051\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 77\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9325618651994363, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1118, 1388, 1993, 1121, 1580, 1624, 1909, 1655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9331687339277472\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 77\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9371164333213668, 16), (0.937170160130312, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 1732, 512, 1993, 805, 1121, 1388, 718, 1909, 1655, 1963, 1252, 1118, 1928, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379113458809853\n", - "Coverage: 0.99375\n", - "Birth Iteration: 78\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1743, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 718, 1118, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1994, 1210, 1539]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9494589466126468\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 79\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9418590452746051, 26), (0.9432070997535893, 27), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 1993, 805, 519, 459, 1121, 1388, 718, 1822, 1909, 1655, 1928, 1963, 1773, 1395, 47, 1118, 1800, 1873, 1923, 2008, 2012, 1823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9432339631580618\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 81\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9046324719949008, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1909, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9073932973363713\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 81\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395280344046948, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1144, 1655, 1928, 1963, 1773, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9395548978091672\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 82\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9494589466126468, 51), (0.9502538591722652, 52), (0.9502807225767378, 60)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1994, 1210]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9510219083274112\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 82\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9340173732963106, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1388, 1993, 1121, 1909, 1118, 1580, 1252, 1624, 1655, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9355266082021301\n", - "Coverage: 0.99375\n", - "Birth Iteration: 82\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891, 1847, 512, 1252, 1676, 1532, 1395, 1844, 1144, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9464136133965356\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 83\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9494320832081743, 50), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 512, 805, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1509, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9495126734215918\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9464942036099532, 39), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 39), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1994, 47, 1763, 1873, 1963, 2008, 203, 899, 1144, 1164, 1252, 1395, 1667, 1844, 1926, 1928, 1964, 1980, 2019, 1767, 1509, 1960]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9472891161695716\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 83\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410641327149867, 23), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 39), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 39), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1773, 1844, 1144, 1655, 1928, 1963, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410909961194591\n", - "Coverage: 0.996875\n", - "Birth Iteration: 84\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 39), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1994, 47, 1763, 1873, 1963, 2008, 203, 899, 1144, 1164, 1252, 1395, 1667, 1844, 1926, 1928, 1964, 1980, 2019, 1767, 1509, 1960]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9472891161695716\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 84\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1994, 1210, 1981]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9518168208870297\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 85\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9355266082021301, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 1732, 512, 1993, 805, 1121, 1388, 718, 1909, 1655, 1963, 1118, 1928, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9371432967258395\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 85\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1655, 1928, 1963, 1773, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9395011710002222\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 86\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9456992910503348, 35), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891, 636, 1252, 1395, 1676, 1773, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463598865875906\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 86\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9339636464873657, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1118, 1388, 1993, 1121, 1580, 1909, 1655, 1963, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9347585590469841\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 87\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 41), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1822, 718, 1118, 1580, 1773, 1807, 512, 1993, 805, 1732, 459, 1121, 1388, 519, 1637, 1655, 1923, 1953, 47, 1763, 1873, 1963, 2008, 203, 899, 1144, 1164, 1252, 1395, 1667, 1844, 1926, 1964, 1980, 1157, 1230, 1743, 1851, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9487177608619735\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 89\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 44), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 512, 805, 1963, 1144, 1822, 203, 1080, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1509, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9487446242664459\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 89\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 44), (0.9495126734215918, 45), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9495395368260644, 43), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 512, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1396, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9495395368260644\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 89\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9432339631580618, 26), (0.9440288757176802, 28), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9495395368260644, 43), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9495395368260644, 43), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [789, 1807, 1580, 1732, 1993, 805, 519, 459, 1121, 1388, 718, 1822, 1909, 1655, 1928, 1963, 1773, 1395, 47, 1118, 1800, 1873, 1923, 2008, 1823, 1851]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9440288757176802\n", - "Coverage: 0.996875\n", - "Birth Iteration: 89\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 90\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9495395368260644, 43), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 512, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1396, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9487446242664459\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 90\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510219083274112, 51), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1873, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1210, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9510756351363563\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 90\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.941751591656715, 25), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1928, 1963, 1873, 1655, 2008, 1252, 1773, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9417784550611875\n", - "Coverage: 0.996875\n", - "Birth Iteration: 91\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 37), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 1847, 512, 1252, 1676, 1395, 1844, 1144, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9464136133965356\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 91\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1396, 1953, 1532, 1676, 1868, 1828, 2015]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9495664002305368\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 91\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1396, 1953, 1868, 1828, 2015]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9495664002305368\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 92\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1388, 1993, 1121, 1909, 1118, 1580, 1624, 519, 1655, 1773, 1928, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379382092854579\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 92\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1909, 1773, 1822, 1923, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 1847, 1395, 1823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9448237882772987\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 92\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.915814974638504, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1121, 1580, 1909, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.918441482957612\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 92\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.9464136133965356, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 891, 636, 1252, 1395, 1773, 1844, 1847, 1850, 1898]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947154799147209\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 92\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9472891161695716, 38), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 1847, 512, 1252, 1676, 1395, 1844, 1144, 636, 1853, 1839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9486908974575009\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 92\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9395548978091672, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 789, 805, 1118, 1388, 1993, 519, 1121, 1580, 1909, 459, 1822, 1773, 1844, 1655, 1928, 1963, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410372693105141\n", - "Coverage: 0.996875\n", - "Birth Iteration: 93\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.9347585590469841, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 1732, 512, 1993, 805, 1121, 1388, 718, 1909, 1655, 1118, 1928, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.936348384166221\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 93\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1909, 1773, 1822, 1923, 1800, 1928, 1963, 47, 1655, 1395, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.941751591656715\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 93\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9487446242664459, 42), (0.9495395368260644, 43), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1396, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9495395368260644\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 93\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463598865875906, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1388, 1993, 459, 519, 1121, 1580, 1909, 1773, 1822, 1923, 1763, 1157, 1637, 1800, 1963, 47, 1873, 1655, 2008, 203, 209, 1144, 1164, 1252, 1667, 1844, 1926, 1980]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 94\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9503075859812102, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 1980, 1339, 1164, 789, 1667, 1956, 1339, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 2036, 1676, 1230, 512, 805, 1065, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 1868, 519, 1532, 1210]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9503075859812102\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 94\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 35), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9503075859812102, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9503075859812102, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1157, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 636, 1252, 1395, 1773, 1844, 1847, 1850, 1898]\n", - "Fitness: 1.0\n", - "Accuracy: 0.947154799147209\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 95\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9410909961194591, 22), (0.941751591656715, 23), (0.9417784550611875, 24), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9503075859812102, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9503075859812102, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 512, 805, 1118, 1388, 1993, 1121, 1580, 1624, 1909, 1655, 1923, 519, 1928, 1963, 459, 1773, 1844, 789, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9418321818701325\n", - "Coverage: 0.996875\n", - "Birth Iteration: 95\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9495664002305368, 45), (0.9503075859812102, 47), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1953, 512, 1676, 2020, 636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9503075859812102\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 95\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 96\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1773, 1822, 1923, 1763, 1800, 1928, 1963, 47, 1655, 1847, 512, 1844, 1144, 1839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9448506516817712\n", - "Coverage: 0.996875\n", - "Birth Iteration: 96\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9495395368260644, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 2019, 1980, 1164, 789, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1953, 512, 1676]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9502807225767378\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 96\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379113458809853, 16), (0.9379382092854579, 17), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1580, 1732, 512, 1993, 805, 1121, 1388, 718, 1909, 1655, 1963, 1773, 1118, 1928, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379382092854579\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 96\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9510756351363563, 49), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1909, 1980, 1164, 789, 1667, 1807, 1732, 1923, 1763, 718, 1118, 1157, 1926, 47, 459, 1580, 1655, 1851, 1873, 1230, 805, 1963, 1144, 1822, 1252, 203, 1993, 209, 899, 1121, 1388, 1637, 1844, 2008, 1964, 1395, 1773, 519, 1210, 1953, 1676, 2020, 636, 1339, 1532, 1868, 1956, 1691]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9511024985408287\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 96\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1963, 47, 1655, 2008, 636, 1773, 1844, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425465042163335\n", - "Coverage: 0.996875\n", - "Birth Iteration: 97\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 32), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1963, 47, 1655, 2008, 636, 1773, 1844, 1850, 1637, 1800, 1928, 1873, 1395, 1847, 1823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.996875\n", - "Birth Iteration: 98\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 99\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 32), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 32), (0.9471279357427365, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1624, 1909, 1822, 1923, 1763, 1157, 1637, 1800, 1963, 47, 1873, 1655, 2008, 636, 1252, 1395, 1773, 1844, 1847, 1850, 1898]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9471279357427365\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 99\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 32), (0.9471279357427365, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "[(0.3887122416534181, 1), (0.7642882785197775, 2), (0.8026907362770741, 3), (0.8408514233941179, 4), (0.8618415107978675, 5), (0.8977200295985874, 6), (0.9073932973363713, 7), (0.9126353244000303, 8), (0.918441482957612, 9), (0.9253539253539254, 10), (0.9285873024013441, 11), (0.9317669526398179, 12), (0.9331687339277472, 13), (0.936348384166221, 14), (0.9371432967258395, 15), (0.9379382092854579, 16), (0.9379650726899305, 18), (0.9387599852495488, 19), (0.9395011710002222, 20), (0.9410372693105141, 21), (0.9418321818701325, 22), (0.9425465042163335, 25), (0.9440288757176802, 26), (0.9448237882772987, 27), (0.9448506516817712, 28), (0.9456187008369172, 29), (0.9463867499920631, 30), (0.9471279357427365, 33), (0.947154799147209, 34), (0.9486908974575009, 36), (0.9487177608619735, 40), (0.9502807225767378, 42), (0.9503075859812102, 45), (0.9511024985408287, 48), (0.9518168208870297, 52)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1807, 1732, 718, 789, 805, 1118, 1388, 1993, 459, 519, 1121, 1580, 1909, 1773, 1822, 1923, 1637, 1800, 1928, 1963, 47, 1873, 1655, 2008, 1847, 1395, 1823, 512, 1624, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.996875\n", - "Birth Iteration: 99\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.8577421042177849\n", - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [1, 0, 2], [1, 0, 2], [0, 1, 2], [2, 1, 0], [0, 2, 1], [0, 2, 1], [1, 0, 2], [1, 2, 0], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1], [1, 0, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [2, 0, 1], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 0, 1], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 0, 1], [0, 1, 2], [2, 1, 0], [1, 2, 0], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2]]\n", - "Average States: 2.99\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.797 0.982 0.0 0.012 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.03 0.76 0.0 0.019 0.01 0.011 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.038 0.005 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.874 1.944 0.001 0.027 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.067 1.568 0.0 0.041 0.021 0.023 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.095 0.011 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.862 2.966 0.001 0.042 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.111 2.42 0.0 0.064 0.033 0.034 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.16 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.909 3.93 0.002 0.06 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.166 3.179 0.0 0.093 0.047 0.046 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.241 0.023 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.902 4.91 0.002 0.079 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.224 3.941 0.0 0.122 0.062 0.059 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.33 0.03 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.918 6.04 0.002 0.101 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.294 4.809 0.0 0.158 0.082 0.073 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.433 0.038 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.925 7.54 0.003 0.137 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.39 5.935 0.0 0.213 0.108 0.091 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.582 0.051 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.916 8.819 0.003 0.166 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.477 6.884 0.0 0.26 0.13 0.106 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.717 0.062 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.92 10.089 0.003 0.194 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.564 7.828 0.0 0.304 0.151 0.124 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.851 0.071 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.924 11.497 0.004 0.224 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.664 8.865 0.0 0.354 0.18 0.142 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.997 0.084 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 268\n", - "Post-Cleaning Population Size: 268\n", - "Post-Subsumption Compaction Population Size: 214\n", - "6 rules subsumed with a specificity of 2\n", - "9 rules subsumed with a specificity of 3\n", - "21 rules subsumed with a specificity of 4\n", - "13 rules subsumed with a specificity of 5\n", - "4 rules subsumed with a specificity of 6\n", - "1 rules subsumed with a specificity of 7\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.9044871653979814, 34)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 55, 43, 1911, 1745, 470, 1926, 1935, 1822, 1744, 1502, 656, 1213, 506, 1567, 1611, 1804, 2031, 1844, 223, 1855, 5, 1208, 459, 1164, 1644, 1631, 2056, 1798, 1977, 1807, 1854, 1549, 1209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9044871653979814\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.9044871653979814, 34)]\n", - "[(0.9044871653979814, 34), (0.9049059902949845, 81)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1862, 1502, 656, 1230, 1807, 1213, 512, 956, 1121, 1209, 1655, 1849, 1229, 940, 718, 1800, 1955, 1614, 1611, 1804, 2007, 1563, 1157, 1196, 1311, 2004, 1388, 1839, 1640, 2006, 1873, 1938, 1844, 1741, 55, 1854, 1971, 1929, 2010, 1991, 1898, 805, 1461, 1580, 1744, 1681, 2036, 1953, 2022, 2000, 1976, 2061, 1981, 2065, 1732, 1966, 1745, 1935, 2042, 2055, 1601, 2054, 1829, 789, 1567, 1364, 2046, 1559, 1927, 1823, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9049059902949845\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.9044871653979814, 34), (0.9049059902949845, 81)]\n", - "[(0.9044871653979814, 34), (0.9049059902949845, 81), (0.9142410233491827, 102)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1502, 656, 1230, 1807, 1854, 1213, 512, 956, 1121, 1209, 1655, 1849, 1229, 940, 718, 2010, 1955, 1614, 1611, 1991, 1563, 1157, 1898, 1196, 1311, 2004, 1640, 2006, 223, 1732, 55, 519, 207, 1745, 1644, 2002, 1580, 1935, 1822, 2042, 1744, 503, 1673, 780, 1378, 203, 2019, 1993, 1727, 1293, 1567, 1802, 2048, 1622, 209, 716, 823, 899, 1108, 1318, 1637, 1740, 1851, 2026, 1825, 1724, 1455, 1552, 1862, 1800, 1804, 2007, 1873, 1938, 1844, 1741, 1966, 1118, 1631, 1977, 1080, 1928, 1144, 1829, 2005, 1667, 1388, 1839, 1926, 1461, 2056, 1798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9142410233491827\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 102\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.9044871653979814, 34), (0.9049059902949845, 81), (0.9142410233491827, 102)]\n", - "[(0.8587485560920096, 22), (0.9044871653979814, 34), (0.9049059902949845, 81), (0.9142410233491827, 102)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1855, 1118, 207, 805, 1644, 1631, 1926, 1580, 1909, 1230, 1854, 885, 203, 1993, 1144, 789, 1681, 2005, 2036, 1953]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8587485560920096\n", - "Coverage: 0.93359375\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8587485560920096, 22), (0.9044871653979814, 34), (0.9049059902949845, 81), (0.9142410233491827, 102)]\n", - "[(0.8604446137652969, 21), (0.9044871653979814, 34), (0.9049059902949845, 81), (0.9142410233491827, 102)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1118, 1208, 1631, 2002, 1909, 1230, 1807, 1854, 1229, 1563, 1388, 1839, 1732, 43, 1911, 47, 459, 470]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8604446137652969\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8604446137652969, 21), (0.9044871653979814, 34), (0.9049059902949845, 81), (0.9142410233491827, 102)]\n", - "[(0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 43, 5, 1911, 47, 459, 470, 2042, 1862, 1502, 656, 1213, 512, 1655, 940, 718, 1611, 1804, 2007, 1563, 1640, 2006, 1844, 55, 1855, 805, 1065, 1580, 1744, 1230, 1807, 1854, 1882, 1681, 2036, 1953, 1800, 1614, 1873, 223, 519, 207, 1745, 1926, 1461, 2002, 503, 780, 1378, 203, 1993, 506, 1567, 1066, 1108, 1905, 1825, 2031, 1208, 1909, 956, 1229, 2022, 1935, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.917286356565294\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65)]\n", - "[(0.49539170506912444, 18), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 47, 1208, 1065, 1862, 1502, 656, 1230, 1807, 1854, 1158, 956, 1655, 1229, 940, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49539170506912444\n", - "Coverage: 0.71328125\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 18), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65)]\n", - "[(0.49539170506912444, 18), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 1208, 459, 1164, 1644, 1631, 2002, 1977, 1230, 1854, 1549, 1209, 1229, 1563, 1311, 1388, 1938, 1975, 55, 43, 1065, 470, 1461, 1580, 1744, 1862, 1502, 656, 1807, 1213, 1121, 2010, 1614, 1611, 1991, 2007, 1898, 1196, 1118, 207, 805, 1926, 885, 1681, 2005, 2036, 1802, 1160, 1177, 1590, 1851, 1980, 2000, 1667, 1976, 1981, 2056, 2048, 1622, 1954, 1732, 1966, 1745, 1822, 2042, 1909, 2055, 1882, 506, 1953, 1804, 1865, 1823, 2031, 2012, 1935, 1364, 1210, 1550, 519, 1798, 503, 1080, 1378, 2019, 1293, 1829, 809, 1567, 1964, 1532, 1927]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9239948813003842\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 18), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 18), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 1208, 459, 1164, 2002, 2056, 1798, 1230, 1807, 1854, 1213, 1209, 1229, 1950, 1563, 1311, 1388, 1839, 1631, 1929, 1849, 1955, 1622, 1954, 2004, 1938, 43, 47, 1065, 470, 1977, 1862, 1502, 656, 512, 1549, 956, 1121, 1994, 1655, 940, 718, 1800, 1614, 1611, 1804, 2007, 1196, 2006, 1873, 1844, 1741, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1926, 1580, 1935, 1822, 2042, 1909, 1744, 503, 1080, 885, 1673, 780, 2055, 1601, 1850, 1378, 203, 2019, 1993, 1928, 1293, 2054, 1144, 1829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9189299084934759\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 18), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9239948813003842, 95)]\n", - "[(0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 5, 1911, 47, 459, 470, 1862, 1502, 656, 1213, 512, 1655, 940, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49615975422427033\n", - "Coverage: 0.7328125\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 47, 1208, 1065, 1862, 656, 1230, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49539170506912444\n", - "Coverage: 0.71328125\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9212340559589136, 93), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 5, 1911, 47, 459, 470, 1977, 656, 512, 1994, 718, 1611, 1804, 1563, 1844, 1855, 1208, 1065, 1164, 1502, 1230, 1807, 1854, 1213, 1549, 956, 1121, 1209, 1655, 1929, 1229, 940, 2010, 1614, 1991, 1898, 1196, 1311, 1388, 1839, 2006, 1862, 2007, 223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1631, 2002, 2056, 1935, 1822, 2042, 1909, 1744, 503, 1080, 885, 1673, 1691, 780, 2055, 1601, 891, 1378, 2019, 1928, 1293, 1829, 789, 1681, 2005, 1567, 2036, 1802, 1364, 1743, 1954, 1964, 636, 1160, 1177, 1318, 1509, 1590, 2008, 1559]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9212340559589136\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 93\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.917286356565294, 65), (0.9189299084934759, 88), (0.9212340559589136, 93), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9212340559589136, 93), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 43, 1855, 1911, 1065, 1164, 470, 1580, 1744, 1862, 1502, 656, 1230, 1807, 1854, 1213, 1121, 2010, 1955, 1614, 1611, 1991, 2007, 1157, 1898, 1196, 223, 1732, 519, 1966, 1118, 207, 805, 1745, 1631, 1926, 2002, 1798, 1822, 1909, 503, 1080, 885, 1673, 2055, 1378, 203, 2019, 1993, 1928, 1144, 1829, 809, 506, 1567, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.919198542538201\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8604446137652969, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9212340559589136, 93), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9212340559589136, 93), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1855, 1911, 207, 1164, 1926, 1461, 2056, 1798, 1230, 1807, 1854, 1213, 1727, 1955, 1606, 1210, 43, 5, 47]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8636779908127157\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9212340559589136, 93), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 47, 1208, 1065, 1977, 1862, 1502, 656, 1230, 1807, 1854, 1549, 956, 1994, 1655, 1849, 1229, 940, 718, 1800, 2010, 1614, 1804, 2007, 1563, 2022, 2004, 1388, 1839, 1640, 2006, 1873, 2050, 1732, 55, 1966, 805, 1745, 1935, 1822, 2042, 1744, 2055, 1601, 1928, 1829, 789, 1882, 1681, 1567, 2036, 1364, 1559, 1937, 1763, 1339, 1965, 2028, 1572, 1853, 1860, 1660, 1621, 2053, 223, 519, 1118, 2002, 1798, 1909, 1080, 1673, 1378, 2019, 1293, 809, 1954, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9224050561811472\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.926352755574767, 101)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 43, 1855, 1911, 1065, 1164, 470, 1926, 1580, 1862, 1502, 656, 1230, 1807, 1854, 1213, 1121, 1614, 1611, 1210, 2007, 1196, 805, 1744, 1681, 1953, 1606, 5, 47, 1208, 956, 1229, 940, 718, 1800, 2010, 1804, 1563, 1388, 1839, 2006, 1873, 2050, 223, 1732, 519, 1966, 1118, 1644, 2002, 1798, 1935, 1909, 1977, 1080, 1850, 1378, 2019, 1928, 1293, 2054, 1144, 1829, 809, 2005, 1950, 2046, 1964, 2022, 1539, 1881, 1624, 2026, 1615, 1988, 1667, 1975, 1904, 1767, 1923, 1773, 207, 1745, 1631, 1822, 2042, 503, 885, 1673, 780, 2055, 506, 1567, 2036, 1802, 1743, 1160, 1177, 1318, 1532, 1590]\n", - "Fitness: 1.0\n", - "Accuracy: 0.926352755574767\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 101\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.926352755574767, 101)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.926352755574767, 101)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 55, 43, 1966, 805, 1745, 1926, 1580, 1935, 1909, 1502, 656, 2055, 1601, 1928, 789, 1882, 506, 1681, 2036, 1953, 1364, 1210, 1964, 1804, 1559, 1865, 1927, 1823, 1539, 1550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8780841019930203\n", - "Coverage: 0.94375\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.926352755574767, 101)]\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 1208, 459, 1164, 1798, 1230, 1807, 1854, 1213, 1209, 1929, 1229, 2048, 1622, 1954, 1950, 1563, 1311, 1938, 43, 47, 1065, 1909, 1862, 1502, 656, 956, 1655, 940, 718, 1614, 1964, 2007, 2006, 470, 512, 1121, 1800, 1611, 1804, 1196, 1873, 1844, 1741, 1732, 55, 519, 207, 1745, 1631, 1926, 2056, 503, 1691, 1850, 203, 2019, 506, 1364, 2059, 1210, 1550, 1825, 2031, 1966, 1118, 805, 2002, 1580, 1822, 1744, 1080, 885, 1673, 2055, 1601, 1378, 1993, 1928, 1144, 1829, 789, 1567, 2036, 1953, 636, 958, 1177, 1740, 1559, 1865, 1937, 1763, 1339, 1396]\n", - "Fitness: 1.0\n", - "Accuracy: 0.925423525992786\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49539170506912444, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4960254372019078\n", - "Coverage: 0.65078125\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9224050561811472, 80), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9239142910869667, 75), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1732, 55, 43, 1911, 1745, 470, 1461, 1935, 1822, 2042, 1744, 1862, 1502, 656, 1213, 1567, 1611, 2007, 1855, 5, 47, 1208, 1065, 1230, 1807, 1854, 956, 1655, 1229, 940, 718, 1800, 1614, 1804, 1388, 1839, 2006, 1873, 223, 1118, 207, 805, 1644, 2002, 2056, 1909, 885, 203, 1882, 1681, 2005, 1802, 1743, 2048, 1964, 716, 958, 1160, 2008, 1851, 2028, 1886, 1667, 1976, 2017, 1975, 2061, 1773, 2065, 1885, 519, 1966, 1926, 1798, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9239142910869667\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9239142910869667, 75), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9239142910869667, 75), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101), (0.9270939413254404, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 1911, 519, 459, 1631, 1798, 1213, 1850, 2019, 1293, 809, 2059, 2046, 1563, 2026, 1615, 55, 207, 1644, 2002, 1744, 1802, 1743, 1954, 1851, 43, 1855, 47, 1208, 1065, 1164, 470, 1862, 656, 1230, 1854, 512, 956, 1121, 1209, 1655, 1849, 1229, 718, 1800, 2010, 1955, 1614, 1611, 1991, 1804, 2007, 1157, 1898, 1196, 1311, 2004, 1388, 1640, 1873, 1938, 1844, 1741, 1966, 1118, 805, 1745, 1461, 1935, 1909, 503, 1080, 885, 2055, 1601, 1378, 1727, 1829, 789, 1681, 2005, 1567, 1364, 1964, 823, 1160, 1583, 1590, 1637, 1559, 1927, 1823, 1980, 1937, 1763, 1797, 1881, 1396, 1886, 1667, 1976, 1724, 1975, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9270939413254404\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 106\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9239142910869667, 75), (0.9239948813003842, 95), (0.925423525992786, 98), (0.926352755574767, 101), (0.9270939413254404, 106)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9239142910869667, 75), (0.9239948813003842, 95), (0.9252892089704234, 96), (0.925423525992786, 98), (0.926352755574767, 101), (0.9270939413254404, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1862, 1502, 656, 1230, 1807, 1213, 512, 956, 1121, 1209, 1655, 1929, 1229, 940, 718, 2010, 1614, 1611, 1991, 2007, 1563, 1898, 1196, 1311, 1388, 1839, 2006, 223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1631, 2002, 1798, 1822, 1744, 503, 1080, 885, 1673, 2055, 1601, 1850, 1378, 2019, 1928, 2054, 1829, 789, 809, 1882, 1567, 2036, 1364, 2059, 1954, 1950, 2022, 636, 1177, 1532, 1590, 1753, 1559, 1823, 1937, 1236, 1763, 1339, 1828, 1965, 2028, 1988, 1572, 1676, 1853, 1660, 1621, 1868, 1926, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9252892089704234\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 96\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9239142910869667, 75), (0.9239948813003842, 95), (0.9252892089704234, 96), (0.925423525992786, 98), (0.926352755574767, 101), (0.9270939413254404, 106)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 1208, 459, 1164, 2002, 1977, 1230, 1807, 1854, 1213, 1549, 1209, 1229, 1950, 1563, 1311, 1388, 1839, 1938, 55, 1118, 207, 805, 1644, 1461, 1798, 1580, 1744, 885, 1993, 1144, 789, 1681, 2005, 1953, 209, 1160, 1532, 1667, 1976, 1929, 1732, 43, 1966, 1745, 1935, 2042, 1502, 656, 2055, 1601, 2054, 1829, 1567, 1364, 2046, 1559, 1927, 1823, 1937, 1763, 1797, 1881]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9278619904805863\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9320245971099861, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 656, 1230, 1854, 512, 956, 1121, 1209, 1655, 1229, 718, 1800, 1614, 1611, 1804, 1563, 1196, 1311, 1388, 1873, 1938, 1844, 1741, 223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1631, 1461, 2002, 1935, 1909, 1744, 503, 1080, 885, 2055, 1601, 1378, 2019, 1727, 1293, 1829, 789, 1681, 2005, 1567, 1802, 1364, 1964, 823, 1160, 1583, 1590, 1637, 1559, 1927, 1851, 1823, 1980, 1937, 1763, 1797, 1881, 1396, 2026, 1886, 1667, 1976, 1724, 1975, 1971, 1963, 1400, 1453, 1477, 1642, 1847, 1860, 1395, 1923, 1446, 1960, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9320245971099861\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 99\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9320245971099861, 99)]\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.4976958525345622, 17), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9320245971099861, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1977, 1502, 656, 1230, 1807, 1854, 1213]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4976958525345622\n", - "Coverage: 0.778125\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.49615975422427033, 14), (0.4976958525345622, 17), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9320245971099861, 99)]\n", - "[(0.4960254372019078, 10), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9320245971099861, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 519, 1966, 1118, 1644, 1631, 2002, 1935, 1822, 2042, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7766478867048128\n", - "Coverage: 0.925\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9320245971099861, 99)]\n", - "[(0.4960254372019078, 10), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1631, 1926, 1798, 1580, 1935, 1822, 1909, 503, 1080, 885, 1673, 2055, 1601, 2019, 1993, 1293, 1144, 789, 809, 506, 1681, 2005, 1802, 1953, 1364, 1743, 1622, 1954, 1210, 1964, 209, 636, 1160, 1318, 1532, 1590, 1740, 1559, 1865, 1927, 1851, 1823, 1980, 1550, 1327, 1339, 1396, 1624, 2026, 1615, 1965, 1886, 1890, 1971, 1453, 1477, 1572, 1847, 1860, 2018, 1960, 2015, 2012, 43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1502]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9309720400801995\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99)]\n", - "[(0.4960254372019078, 10), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 47, 1208, 1065, 1909, 1502, 656, 1230, 1807, 956, 1229, 940, 718, 1614, 1964, 1388, 1839, 2006, 2015, 2065, 1732, 55, 1966, 805, 1745, 1461, 1935, 2042, 1744, 1862, 2055, 1928, 2054, 1829, 1681, 1567, 2036, 2046, 2007, 2022, 1927, 1823, 1539, 1937, 1797, 1881, 2000, 1886, 1976, 1724, 1904, 1400, 1477, 1642, 1767, 1923, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 1144, 2005, 1563, 1624, 1667, 1975, 2050, 1773, 1822, 1601, 789, 1364, 1559, 1236, 1763, 1339, 1828, 1965, 1890, 1676, 2061, 1660, 1446, 1411, 1811, 1911, 459, 1164, 470, 1977, 1854, 1213, 512, 1549, 1121, 1209, 1994, 1655, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9324971488159344\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 105\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1862, 656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4976958525345622\n", - "Coverage: 0.778125\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8351148654753968, 20), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 43, 805, 1926, 1580, 1744, 1502, 656, 1681, 1953, 1606, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8351148654753968\n", - "Coverage: 0.984375\n", - "Birth Iteration: 0\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8351148654753968, 20), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9044871653979814, 34), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8351148654753968, 20), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 1208, 459, 1164, 2002, 2056, 1798, 1977, 1230, 1807, 1854, 1213, 1549, 1209, 1929, 1229, 1563, 1311, 1388, 1839, 1938, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9118025588613823\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8351148654753968, 20), (0.8636779908127157, 21), (0.8780841019930203, 31), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8351148654753968, 20), (0.8636779908127157, 21), (0.8851577248161688, 29), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 1911, 519, 459, 2002, 1798, 1822, 1213, 1673, 1378, 809, 2048, 1563, 1885, 55, 1966, 1118, 207, 805, 1745, 1644, 1631, 2056, 1580, 1935, 1909, 1744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8851577248161688\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8351148654753968, 20), (0.8636779908127157, 21), (0.8851577248161688, 29), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8600160203575764, 16), (0.8636779908127157, 21), (0.8851577248161688, 29), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1855, 1118, 207, 805, 1644, 1926, 1461, 2002, 2056, 1909, 1744, 1230, 1807, 1854]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8600160203575764\n", - "Coverage: 0.93359375\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8600160203575764, 16), (0.8636779908127157, 21), (0.8851577248161688, 29), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8600160203575764, 16), (0.8636779908127157, 21), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1855, 1118, 207, 805, 1644, 1926, 1461, 2002, 2056, 1909, 1744, 1230, 1807, 1854, 5, 1862, 1065, 43, 459, 1164, 47, 656, 470, 1911, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8973329523614153\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8600160203575764, 16), (0.8636779908127157, 21), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8600160203575764, 16), (0.8636779908127157, 21), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1855, 2002, 1230, 1854, 5, 43, 459, 656, 1065, 1911, 1311, 1955]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8253610075241953\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8600160203575764, 16), (0.8636779908127157, 21), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 47, 1208, 1164, 470, 1862, 207, 805, 1118, 1461, 1644, 1807, 1909, 1926, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8905011001785195\n", - "Coverage: 0.97734375\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9278619904805863, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9279425806940038, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 1208, 459, 1164, 2002, 1977, 1230, 1807, 1854, 1213, 1549, 1209, 1950, 1563, 1311, 1388, 1839, 1938, 55, 1118, 207, 805, 1644, 1461, 1798, 1580, 1744, 885, 1993, 1144, 789, 2005, 1953, 209, 1160, 1532, 1667, 1976, 1929, 1732, 43, 1745, 1935, 2042, 1502, 656, 2055, 1601, 2054, 1829, 1567, 1364, 2046, 1559, 1927, 1823, 1937, 1763, 1797, 1881, 2000, 1960, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9279425806940038\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9279425806940038, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9251927449270902, 65), (0.9279425806940038, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1631, 1926, 1798, 1580, 1822, 1909, 503, 1080, 885, 1673, 2055, 1601, 2019, 1993, 809, 506, 2005, 1802, 1953, 1964, 1318, 1532, 1590, 1927, 1823, 1327, 1396, 1624, 1615, 1965, 1886, 1572, 2018, 1960, 43, 1855, 1911, 47, 1065, 1164, 470, 1502, 1121, 1157, 1196, 1213, 1744, 1854, 1898, 1928, 1955, 1991, 2007, 2010, 2036, 1177]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9251927449270902\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.919198542538201, 56), (0.9251927449270902, 65), (0.9279425806940038, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.9232536955497108, 54), (0.9251927449270902, 65), (0.9279425806940038, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 5, 47, 1208, 1909, 1502, 656, 1230, 1229, 940, 718, 1964, 1839, 2065, 1732, 55, 1966, 805, 1745, 1935, 2042, 1862, 1928, 2054, 1829, 2046, 1477, 1767, 1923, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1563, 1667, 1975, 1822, 1763, 1339, 1828, 1965, 1890, 1676, 1660, 1811, 1911, 459, 470, 1213]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9232536955497108\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.9232536955497108, 54), (0.9251927449270902, 65), (0.9279425806940038, 66), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 519, 1966, 1118, 1644, 1631, 2002, 1935, 1822, 2042, 1909, 43, 512, 789, 956, 1065, 1121, 1144, 1164, 1209, 1236, 1364, 1388, 1400, 1411, 1446, 1539, 1549, 1567, 1601, 1614, 1624, 1642, 1655, 1681, 1724, 1744, 1773, 1797, 1807, 1823, 1854, 1881, 1886, 1904, 1927, 1929, 1937, 1976, 1977, 1994, 2006, 2007, 2015, 2022, 2036, 2050, 2055, 1667, 1679, 2048, 1066]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9299890836892735\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.912109045885137, 35), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 519, 1966, 1118, 1631, 2002, 1935, 1822, 1909, 43, 203, 207, 470, 503, 506, 805, 885, 1144, 1157, 1164, 1213, 1230, 1378, 1502, 1567, 1614, 1673, 1744, 1745, 1829, 1955, 1991, 1993, 2010]\n", - "Fitness: 1.0\n", - "Accuracy: 0.912109045885137\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.912109045885137, 35), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.912109045885137, 35), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 1966, 1118, 1644, 1631, 2002, 1935, 1822, 2042, 55, 209, 459, 656, 885, 1144, 1160, 1164, 1209, 1213, 1502, 1549, 1559, 1567, 1580, 1667, 1681, 1763, 1797, 1798, 1807, 1823, 1829, 1839, 1854, 1937, 1938, 1976, 1977, 2046, 1611, 1956]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9173242095443234\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.912109045885137, 35), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1208, 1230, 1229, 1950, 1563, 1311, 1388, 1118, 207, 805, 1644, 1744, 1993, 789, 2005, 1953, 1532, 1929, 1732, 43, 1966, 1935, 2042, 2055, 1601, 2054, 1364, 1927, 1881, 519, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9131188656805356\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.8973329523614153, 27), (0.9118025588613823, 33), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9118025588613823, 33), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 47, 1208, 1164, 470, 1862, 223, 519, 1118, 1644, 1732, 1822, 1909, 1966, 2042]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9001206411073583\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4960254372019078, 10), (0.4976958525345622, 12), (0.7766478867048128, 13), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9118025588613823, 33), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.8129220301895823, 8), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9118025588613823, 33), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1631, 2002, 1935, 459, 656, 1065, 1911, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8129220301895823\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 0\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9118025588613823, 33), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.8129220301895823, 8), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 519, 1966, 1118, 207, 805, 1745, 5, 47, 1164, 1210, 1230, 1461, 1606, 1727, 1798, 1807, 1855, 1955]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9130810127015061\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 0\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.8253610075241953, 14), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1911, 207, 1926, 1213, 43, 1644, 1822, 2020, 2042]\n", - "Fitness: 1.0\n", - "Accuracy: 0.873561281530921\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9320245971099861, 99), (0.9324971488159344, 105)]\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 55, 519, 1966, 1118, 805, 1745, 1644, 1631, 1798, 1935, 1909, 503, 1080, 885, 1673, 2055, 1601, 1993, 1293, 789, 1681, 2005, 1953, 1364, 1210, 1964, 1160, 1318, 1590, 1559, 1927, 1851, 1823, 1980, 1550, 1327, 1396, 1624, 2026, 1615, 1965, 1886, 1971, 1453, 1477, 1572, 1847, 1860, 1960, 43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1502, 718, 823, 1121, 1196, 1209, 1230, 1378, 1388, 1395, 1446, 1461, 1567, 1583, 1637, 1655, 1744, 1763, 1773, 1800, 1829, 1844, 1854, 1873, 1976, 2002, 1950, 1549]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9338293294650031\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89)]\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 47, 1208, 1065, 1909, 1502, 656, 1230, 1807, 956, 1229, 718, 1964, 1839, 2006, 2015, 2065, 1732, 55, 1966, 805, 1745, 1461, 1935, 2042, 1744, 1862, 2055, 1928, 2054, 1829, 1681, 1567, 2036, 2046, 2007, 2022, 1927, 1823, 1539, 1937, 1797, 1881, 2000, 1886, 1976, 1724, 1904, 1400, 1477, 1642, 1767, 1923, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 1144, 2005, 1563, 1624, 1667, 1975, 2050, 1773, 1822, 1601, 789, 1364, 1559, 1236, 1763, 1339, 1828, 1965, 1890, 1676, 2061, 1660, 1446, 1411, 1811, 1911, 459, 1164, 470, 1977, 1854, 1213, 512, 1549, 1121, 1209, 1994, 1655, 1929, 1210, 1160]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341407007441163\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 104\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 1065, 656, 1230, 1854, 512, 956, 1121, 1209, 1229, 718, 1614, 1563, 1873, 1938, 1741, 223, 1732, 55, 519, 1966, 1118, 207, 805, 1644, 1631, 1461, 2002, 1909, 1744, 885, 2019, 1829, 1681, 1964, 1160, 1637, 1559, 1851, 1980, 1937, 1763, 1881, 1396, 2026, 1886, 1667, 1963, 1400, 1477, 1395, 1923, 1446, 1960, 1993, 1080, 1621]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9293284881520176\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8905011001785195, 15), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 1911, 47, 1208, 1164, 1862, 55, 519, 805, 1732, 1549, 2004]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8977359034285031\n", - "Coverage: 0.99375\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8129220301895823, 8), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8389026055060211\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 0\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 519, 1966, 1118, 1644, 1631, 2002, 1935, 1822, 2042, 1909, 43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1502, 656, 1230, 1807, 1854, 1213, 512, 956, 1121, 1209, 1655, 1229, 940, 718, 1800, 1614, 1611, 1804, 1563, 1196, 1311, 1388, 1839, 2006, 1873, 1938, 1844, 1741, 223, 55, 1118, 207, 805, 1644, 1926, 2002, 1580, 1909, 1744, 885, 203, 1993, 1144, 789, 1681, 2005, 1802, 1953, 1210, 1964, 209, 716, 958, 1160, 1851, 1624, 1886, 1667, 1975, 1971, 1963, 1847, 1932, 1773, 1862, 2010, 1955, 1991, 2007, 1157, 1898, 1929, 1732, 519, 1966, 1631, 1798, 1935, 1822, 2042, 1977, 1080, 1673, 780, 1601, 1378, 1928, 1829, 809, 1622, 1954, 636, 1108, 1740, 1763, 1396, 1615, 2050, 1395, 1660, 2015, 1956, 2056, 1745, 503, 2055, 1850, 2019, 2054, 1567, 2036, 1950, 2022, 1177, 1937, 1828, 1988, 1293, 1882, 1364, 1743, 2048, 1318, 1590, 1559, 1865, 1927, 1823, 1980, 1327, 1339, 1881, 2026, 1965, 1825, 2028, 1724, 1890, 1453, 1455, 1477, 1642, 1853, 1860, 2018, 2061, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9377501654541502\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 170\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9309720400801995, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9325081383904914, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1631, 1926, 1798, 1580, 1935, 1822, 1909, 503, 1080, 1673, 2055, 1601, 2019, 1993, 1293, 1144, 789, 809, 506, 1681, 2005, 1802, 1953, 1364, 1743, 1622, 1954, 1210, 1964, 209, 636, 1160, 1318, 1532, 1590, 1740, 1559, 1865, 1927, 1823, 1980, 1550, 1327, 1339, 1396, 1624, 2026, 1615, 1965, 1886, 1890, 1971, 1453, 1477, 1572, 1847, 1860, 2018, 1960, 2015, 2012, 43, 1855, 5, 1911, 47, 1208, 459, 1065, 1164, 470, 1502, 1849, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9325081383904914\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9299890836892735, 64), (0.9325081383904914, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9313640015727302, 64), (0.9325081383904914, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 43, 1855, 1911, 1065, 1164, 470, 1580, 1744, 1502, 656, 1230, 1854, 1955, 1614, 223, 1732, 519, 1966, 1118, 207, 805, 1745, 1631, 1926, 2002, 1798, 1822, 1909, 503, 1080, 885, 2055, 1378, 2019, 1993, 1144, 809, 506, 1567, 5, 47, 459, 636, 1339, 1364, 1396, 1453, 1532, 1559, 1590, 1601, 1622, 1802, 1823, 1847, 1860, 1890, 1953, 1960, 1964, 1980, 2018, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9313640015727302\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9131188656805356, 34), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9313640015727302, 64), (0.9325081383904914, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9313640015727302, 64), (0.9325081383904914, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1208, 459, 2002, 2056, 1977, 1230, 1807, 1854, 1213, 1549, 1209, 1388, 1732, 55, 519, 1118, 207, 805, 1745, 1644, 1461, 1744, 1108, 1966, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9155463405937789\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9313640015727302, 64), (0.9325081383904914, 84), (0.9338293294650031, 89), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9313640015727302, 64), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 1911, 519, 459, 2002, 1798, 1822, 1213, 1378, 1563, 1885, 55, 1966, 1118, 207, 805, 1745, 1644, 1631, 2056, 1580, 1935, 1909, 1744, 47, 512, 718, 789, 940, 956, 1065, 1121, 1144, 1208, 1388, 1411, 1446, 1477, 1502, 1539, 1567, 1601, 1614, 1642, 1655, 1681, 1763, 1797, 1823, 1828, 1829, 1839, 1854, 1862, 1904, 1923, 1927, 1928, 1929, 1965, 1976, 1977, 1994, 2007, 2015, 2022, 2036, 2042, 2046, 2054, 2061, 2065, 1988]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9339099196784206\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9293284881520176, 57), (0.9313640015727302, 64), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1807, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1937, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1624, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9315251819995654\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.9173242095443234, 43), (0.9232536955497108, 54), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.923022914484015, 30), (0.9232536955497108, 54), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 1911, 519, 459, 2002, 1798, 1213, 2048, 1563, 55, 1966, 1118, 207, 805, 1644, 1631, 2056, 1580, 1744, 1208, 1209, 1388, 1807, 1839, 1929, 1938, 1549, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.923022914484015\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.923022914484015, 30), (0.9232536955497108, 54), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1911, 459, 1164, 2002, 2056, 1798, 1977, 1230, 1854, 1213, 1549, 1229, 1563, 1311, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 809, 1378, 1673, 1822, 1885, 1909, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9239948813003842\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 55, 1966, 1118, 805, 1745, 1644, 5, 47, 470, 718, 940, 1065, 1144, 1164, 1209, 1236, 1339, 1388, 1400, 1411, 1461, 1502, 1559, 1563, 1601, 1624, 1642, 1660, 1744, 1797, 1822, 1839, 1854, 1881, 1904, 1923, 1927, 1929, 1937, 1975, 1976, 2000, 2005, 2022, 2036, 2050, 2054, 2055]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9299890836892735\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9155463405937789, 28), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9194513027530106, 24), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 519, 1966, 1118, 1644, 1631, 2002, 1935, 2042, 1909, 207, 459, 1213, 1378, 1563, 1580, 1745, 1885, 2056, 1229, 470, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9194513027530106\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9001206411073583, 17), (0.9130810127015061, 20), (0.9194513027530106, 24), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9194513027530106, 24), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 5, 459, 1164, 2002, 1230, 1854, 1311, 55, 519, 1644, 809, 1378, 1673, 1822, 1885, 47]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9091064499034138\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9194513027530106, 24), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 223, 1230, 1644, 2002, 207, 805, 1118, 1213, 1229, 1549, 1563, 1732, 1745, 1798, 1855, 1909, 1911, 1935, 1966, 1977, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9200044446723763\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1911, 207, 1926, 1213, 43, 1644, 1822, 2020, 2042, 470, 519, 1229, 1580, 1745, 1885, 1909, 1966, 1395, 958]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9177540240158837\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.873561281530921, 11), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 207, 1213, 43, 1644, 1822, 2042, 47, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.877981532630489\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.9341407007441163, 104), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 5, 47, 1208, 1065, 1909, 1502, 956, 718, 1839, 2006, 2015, 2065, 1732, 55, 1966, 805, 1745, 1461, 1935, 2042, 1744, 1862, 2055, 1928, 2054, 1829, 1681, 1567, 2036, 2046, 2007, 2022, 1927, 1823, 1539, 1797, 1976, 1904, 1477, 1642, 1767, 1923, 1981, 223, 1118, 1644, 1631, 2002, 1798, 1144, 1563, 1624, 1667, 1773, 1822, 1601, 789, 1559, 1236, 1763, 1828, 1965, 1890, 1676, 2061, 1660, 1446, 1411, 1811, 1911, 459, 1977, 1854, 1213, 512, 1121, 1209, 1994, 1655, 1929, 1210, 1160, 207, 519, 940, 1388, 1988, 1640]\n", - "Fitness: 1.0\n", - "Accuracy: 0.934597378620149\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9299890836892735, 50), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 519, 1966, 1118, 207, 805, 1745, 5, 47, 1230, 1461, 1798, 1807, 1855, 1955, 43, 809, 1213, 1236, 1400, 1549, 1624, 1644, 1667, 1724, 1732, 1744, 1767, 1811, 1881, 1909, 1937, 1960, 1975, 2000, 2002, 2005, 1378]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9300965373071635\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 47, 1164, 1862, 55, 519, 805, 1732, 2004, 5, 207, 223, 1230, 1727, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9058462094515225\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.935257974157405, 96), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 5, 1118, 1644, 2002, 1822, 1909, 43, 1855, 5, 1911, 47, 1208, 459, 1502, 1230, 1807, 512, 956, 1121, 1209, 1229, 1563, 1311, 1388, 1839, 2006, 1873, 1938, 223, 55, 1118, 1644, 1926, 2002, 1580, 1909, 203, 1144, 789, 1953, 716, 1160, 1851, 1975, 1971, 1862, 2010, 1955, 2007, 1732, 519, 1966, 1631, 1935, 1822, 2042, 1977, 1080, 1673, 780, 1601, 1378, 1622, 1108, 1740, 1763, 1660, 2056, 1745, 503, 2055, 1177, 1937, 1988, 1882, 1743, 2048, 1590, 1559, 1980, 1339, 1881, 2026, 1965, 1825, 1890, 1455, 1642, 1860, 2018, 2061, 1811, 1960, 1318, 1637]\n", - "Fitness: 1.0\n", - "Accuracy: 0.935257974157405\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 96\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.935257974157405, 96), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.935257974157405, 96), (0.9377501654541502, 170)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 459, 1164, 1798, 1977, 1854, 1213, 1549, 1311, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1378, 1673, 1822, 1909, 1935, 43, 47, 1208, 2042]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9227811438437624\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.935257974157405, 96), (0.9377501654541502, 170)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9379113458809853, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 519, 1966, 1118, 1644, 1935, 1822, 2042, 1909, 43, 1855, 5, 47, 1208, 459, 1065, 1164, 470, 1213, 956, 1209, 1655, 940, 1614, 1611, 1563, 1839, 1873, 1938, 1741, 223, 1118, 1644, 2002, 1580, 1909, 1744, 1993, 789, 1681, 1953, 716, 1851, 1971, 1932, 1862, 2010, 1955, 1991, 1157, 1732, 519, 1966, 1631, 1935, 1822, 2042, 1977, 1080, 780, 1601, 809, 636, 1763, 1396, 2050, 1395, 1660, 1745, 503, 2055, 2019, 1950, 1177, 1937, 1988, 1364, 1590, 1559, 1865, 1823, 1881, 2026, 1965, 1825, 1724, 1890, 1455, 1853, 1860, 2061, 1923, 1640]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379113458809853\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9379113458809853, 95)]\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9379113458809853, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1230, 1644, 5, 470, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9041220673099231\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9379113458809853, 95)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9379113458809853, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 47, 1862, 223, 1644, 1966, 2042, 55, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8444022770398482\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 1\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.9339099196784206, 75), (0.934597378620149, 89), (0.9379113458809853, 95)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1807, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1937, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1624, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563]\n", - "Fitness: 1.0\n", - "Accuracy: 0.940822362074734\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9315251819995654, 57), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9346779688335666, 57), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1732, 5, 1911, 459, 1822, 1378, 1563, 55, 1966, 1118, 805, 1745, 1644, 2056, 1580, 1909, 1744, 47, 512, 718, 940, 956, 1065, 1121, 1144, 1388, 1411, 1446, 1477, 1502, 1567, 1601, 1642, 1681, 1763, 1839, 1854, 1904, 1923, 1927, 1965, 1976, 2015, 2022, 2036, 2054, 2061, 2065, 1988, 470, 1164, 1209, 1236, 1975, 1868, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9346779688335666\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9346779688335666, 57), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1911, 47, 1208, 1164, 1862, 55, 519, 805, 1732, 207, 223, 718, 1118, 1121, 1378, 1388, 1411, 1477, 1502, 1567, 1580, 1614, 1642, 1655, 1681, 1744, 1822, 1823, 1904, 1909, 1923, 1966, 1976, 1977, 1988, 2015, 2046, 2054, 2061, 2065]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349466028782917\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 47, 1208, 1164, 1862, 55, 519, 805, 1732, 223, 1118, 1606, 1798, 1955, 1966, 1673]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9060452428573871\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8938260570139128, 11), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 47, 55, 519, 805, 2004, 207, 223, 1230, 1745, 1644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8938260570139128\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 2\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.877981532630489, 10), (0.8938260570139128, 11), (0.8977359034285031, 12), (0.9041220673099231, 14), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 2002, 5, 1164, 1727, 1732, 1862]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9045787451859558\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9227811438437624, 29), (0.923022914484015, 30), (0.9239948813003842, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9276312094148906, 26), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [5, 459, 1798, 1213, 1549, 1311, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1822, 1909, 43, 1208, 2042, 470, 958, 1580, 1885, 1911, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9276312094148906\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9276312094148906, 26), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1911, 207, 1926, 1213, 43, 1644, 1822, 2020, 2042, 470, 519, 1229, 1580, 1745, 1885, 1909, 1966, 1395, 958, 1732, 805, 1798, 2056, 1549, 1230, 1935, 2002, 1977, 1563, 1118, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9277923898417257\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9177540240158837, 21), (0.9200044446723763, 22), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1911, 207, 1926, 1213, 1644, 2020, 1229, 1745, 1909, 1966, 958, 805, 1118, 1230, 1549, 1563, 1732, 1798, 1977]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9231572315063776\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9284261219745091, 34), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 459, 1798, 1854, 1213, 1549, 1732, 55, 519, 1966, 1118, 207, 805, 1745, 1644, 1378, 1673, 1822, 1909, 43, 47, 1208, 2042, 1236, 1461, 1624, 1667, 1881, 1955, 1960, 1975, 2005]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9284261219745091\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9284261219745091, 34), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9287484828281792, 34), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1208, 55, 519, 805, 1732, 207, 223, 1118, 1378, 1388, 1477, 1502, 1567, 1580, 1642, 1744, 1822, 1823, 1904, 1909, 1923, 1966, 1977, 1988, 2015, 2065, 43, 459, 1213, 1745, 1798, 1854, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9287484828281792\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9130810127015061, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9287484828281792, 34), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9287484828281792, 34), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 519, 1966, 1118, 207, 805, 1745, 5, 47, 1164, 1727, 1798, 1855, 1213, 1311, 1673, 1822, 1909, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9224160457557042\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9276312094148906, 26), (0.9277923898417257, 33), (0.9287484828281792, 34), (0.9300965373071635, 39), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1929, 1966, 2002, 2048, 2056, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303383079474161\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 1855, 5, 1164, 1798, 1977, 1213, 1549, 1732, 55, 1966, 1118, 207, 805, 1644, 1822, 1909, 1935, 1208, 1563, 1911, 2002, 2056, 2000]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9262025647224887\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9106962750226507, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 5, 459, 1164, 2002, 1230, 1854, 55, 519, 1644, 1378, 1822, 1885, 47, 207, 805, 1732, 1745, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9106962750226507\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8444022770398482, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9106962750226507, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9106962750226507, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 805, 1208, 1673, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9006041823878637\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 2\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9106962750226507, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 459, 1164, 1854, 1549, 1311, 1732, 55, 519, 1966, 207, 805, 1745, 1909, 43, 47, 1208, 1862, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9158577118728921\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 1208, 1855, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8937454668004953\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 3\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 805, 1673]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8468517311022055\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 3\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 2002, 459, 519, 1549, 1855, 1909, 2061, 885]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9057228820037169\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 3\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9058462094515225, 15), (0.9060452428573871, 16), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 5, 459, 1164, 2002, 55, 519, 1644, 1822, 47, 1208, 1732, 1855, 1929, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9072052535050638\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [5, 1909, 656, 1807, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1937, 1881, 2000, 1886, 1981, 1960, 223, 1644, 1631, 2002, 1798, 1667, 1975, 1364, 1676, 1811, 1911, 459, 1213, 1549, 809, 2048, 1971, 1580, 1388, 207, 1938, 1209, 1563, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9355266082021301\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1208, 1732, 1822, 1909, 55, 1388, 1580, 1911, 1929, 1966, 2056, 1850, 1121, 1411, 1614, 1642, 1655, 1744, 1823, 1923, 1977, 1988]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9304994883742512\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9103311769345925, 18), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 5, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909, 55, 207, 1798, 1911, 1966, 1213, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9103311769345925\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9103311769345925, 18), (0.9158577118728921, 19), (0.9224160457557042, 20), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9103311769345925, 18), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 519, 1966, 1118, 207, 805, 1745, 5, 47, 1164, 1727, 1798, 1855, 1213, 1311, 1673, 1909, 1935]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9230766412929601\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9091064499034138, 17), (0.9103311769345925, 18), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 1230, 805, 1673, 1855, 958, 1118, 1229, 1563, 1732, 1909, 1911, 1926, 1966, 2018]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9166098871981225\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.9072052535050638, 15), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.910358040339065, 14), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 207, 1213, 1644, 2020, 1745, 805, 1230, 1549, 1798, 1977, 47, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.910358040339065\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.910358040339065, 14), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.910358040339065, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1855, 47, 1164, 1862, 55, 519, 805, 1732, 2004, 5, 207, 223, 1230, 1727, 1745, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.914617111011798\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9057228820037169, 13), (0.910358040339065, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.910358040339065, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1230, 805, 1673, 1855, 5, 207, 519, 1118, 1745, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.907677805211012\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 3\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.910358040339065, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1966, 47, 1164, 1727, 1798, 1855, 1213, 1673, 1909, 1935, 1208, 1644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9105729475748451\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8468517311022055, 7), (0.8937454668004953, 8), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 1208, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8956197997943729\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 4\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.914617111011798, 16), (0.9166098871981225, 17), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 805, 519, 1580, 1822, 1855, 1909, 1911, 1929, 2056, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9189677614725054\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 4\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9304994883742512, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1208, 1164, 1862, 55, 519, 805, 1732, 207, 223, 718, 1118, 1121, 1388, 1411, 1477, 1567, 1580, 1614, 1642, 1655, 1744, 1976, 1988, 2015, 2046, 2065, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9308377230578369\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 5, 1164, 1798, 1977, 1213, 1549, 1732, 55, 1966, 1118, 207, 805, 1644, 1909, 1208, 1563, 1911, 2002, 2056, 2000, 656, 809, 1209, 1229, 1388, 1461, 1580, 1667, 1745, 1807, 1847, 1881, 1886, 1937, 1960, 1971, 1975]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9315789088085104\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.907677805211012, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1966, 47, 1164, 1798, 1855, 1213, 1673, 1909, 1935, 1208, 1644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9081882098959897\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1807, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1624, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 1938, 1208, 1209, 1563, 1108]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9400274495151155\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9308645864623094, 32), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1164, 1862, 55, 519, 805, 1732, 5, 207, 223, 1745, 2002, 1118, 1121, 1208, 1252, 1378, 1388, 1477, 1502, 1567, 1580, 1642, 1655, 1681, 1822, 1823, 1909, 1911, 1966, 1976, 2046]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9308645864623094\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9308377230578369, 28), (0.9308645864623094, 32), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1208, 1732, 1822, 55, 1388, 1580, 1911, 1929, 1966, 2056, 1850, 1121, 1411, 1614, 1642, 1655, 1744, 1823, 1923, 1977, 1988, 1611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9311332205070346\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9231572315063776, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1911, 207, 1213, 1644, 2020, 1229, 1745, 1909, 1966, 958, 805, 1118, 1230, 1549, 1563, 1732, 1798, 1977, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9238715538525786\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 4\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9081882098959897, 13), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 2002, 1229, 1732, 1909, 1911, 2018, 1601]\n", - "Fitness: 1.0\n", - "Accuracy: 0.909439800331641\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9262025647224887, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9295433953877976, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1929, 1966, 2002, 2048, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9295433953877976\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9295433953877976, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 5, 519, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1966, 2002, 805, 1727, 1862, 2004, 1927]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9259876574867087\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1937, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1624, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2031, 1121, 1828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9417247282522425\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9303383079474161, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1911, 1929, 1966, 2002, 2048, 2056, 1811, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310794936980895\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1911, 47, 1208, 1164, 1862, 55, 519, 805, 207, 223, 718, 1118, 1121, 1378, 1388, 1411, 1477, 1502, 1567, 1580, 1614, 1642, 1655, 1681, 1744, 1822, 1823, 1904, 1909, 1923, 1966, 1976, 1977, 1988, 2015, 2046, 2054, 2065, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9316863624264005\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9238715538525786, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9242903787495818, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 5, 519, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1580, 1911, 1966, 805, 1727, 1862, 2004, 1927, 1606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9242903787495818\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9105729475748451, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9242903787495818, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9242903787495818, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 805, 519, 1580, 1822, 1855, 1909, 1911, 1929, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9141714227103221\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9230766412929601, 19), (0.9242903787495818, 21), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1644, 2002, 1229, 1732, 1909, 1911, 1601, 5, 519, 1164, 1209, 1580, 1822, 1855, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9255688325897055\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1929, 1966, 2002, 2048, 2056, 1850, 1732, 55, 43, 1966, 805, 1745, 1926, 1580, 1935, 1909, 1502, 656, 2055, 1601, 1928, 789, 1882, 506, 1681, 2036, 1953, 1364, 1210, 1964, 1804, 1559, 1865, 1927, 1823, 1539, 1550, 1396, 1965, 2000, 2028, 1886, 2031, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9367244718288361\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9400274495151155, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1807, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9400811763240606\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9385450780137687, 66), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1807, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 2005, 1667, 1975, 2050, 1773, 1822, 1236, 1339, 1890, 1676, 1660, 1811, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 1622, 1797, 1976]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9385450780137687\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.909439800331641, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9385450780137687, 66), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9385450780137687, 66), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 805, 1580, 1822, 1855, 1909, 1911, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9110723626852659\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 6\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9315789088085104, 38), (0.9316863624264005, 39), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9385450780137687, 66), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9385450780137687, 66), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1911, 47, 1208, 1164, 55, 519, 805, 1732, 207, 223, 718, 1118, 1121, 1388, 1411, 1502, 1567, 1580, 1614, 1642, 1655, 1681, 1744, 1822, 1823, 1909, 1923, 1966, 1976, 1977, 1988, 2015, 2046, 2061, 2065, 1644, 1929, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342054171276183\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9367244718288361, 63), (0.9385450780137687, 66), (0.9400811763240606, 67), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1966, 2002, 2056, 1732, 55, 43, 1966, 805, 1745, 1580, 1909, 656, 1928, 1882, 1681, 1364, 1804, 1559, 1865, 1927, 1550, 1396, 1965, 2000, 1886, 2031, 1971, 809, 1563, 1667, 1847, 1960, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404035371777307\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940822362074734, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 1745, 1461, 1935, 1744, 2055, 1937, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1624, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 1828, 503]\n", - "Fitness: 1.0\n", - "Accuracy: 0.940876088883679\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 805, 519, 1580, 1822, 1855, 1911, 1929, 1311, 43, 207, 506, 789, 1118, 1209, 1388, 1539, 1559, 1601, 1732, 1823, 1865, 1882, 1886, 1928, 1953, 1965, 1971, 2002, 2028, 2031, 2036, 1745]\n", - "Fitness: 1.0\n", - "Accuracy: 0.931928133066653\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9311332205070346, 28), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1388, 1580, 1911, 1929, 1966, 2002, 2048, 2056, 1811, 1745, 1798, 1850, 1642]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9318475428532355\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9355266082021301, 43), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1798, 1911, 1966, 2002, 2048, 2056, 1732, 55, 1966, 1745, 1580, 1935, 1909, 1502, 656, 2055, 1601, 789, 2036, 1964, 1804, 1927, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9402692201553682\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.940876088883679, 68), (0.9417247282522425, 70)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2036, 1624, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.941751591656715\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9110723626852659, 12), (0.9141714227103221, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 1229, 1732, 1909, 1911, 1601, 1929, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9153155595280833\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9259876574867087, 23), (0.9295433953877976, 24), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1929, 1966, 2002, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9295433953877976\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 805, 1208, 1855, 1311, 1909, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9078927124467921\n", - "Coverage: 0.9875\n", - "Birth Iteration: 6\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.931928133066653, 35), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1164, 1208, 1855, 1909, 55, 207, 1209, 1388, 1911, 2002, 2056, 1732, 55, 1966, 805, 1580, 1909, 656, 1681, 1865, 1396, 2000, 1886, 1971, 1563, 1960, 1822, 1158, 1932]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9327230456262714\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 1855, 805, 1311, 1580, 1822, 1909, 1911, 1929, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.91658302379365\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9255688325897055, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1580, 1911, 1929, 2002, 2048, 1798, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.926471198767214\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9325081383904914, 30), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 5, 519, 1118, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1911, 1929, 2002, 1745, 43, 506, 789, 1539, 1601, 1865, 1882, 1886, 1928, 1965, 2028, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9325081383904914\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9325081383904914, 30), (0.9327230456262714, 33), (0.9342054171276183, 38), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9325081383904914, 30), (0.9327230456262714, 33), (0.9343397341499808, 37), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1911, 47, 1208, 1164, 55, 519, 805, 1732, 207, 223, 718, 1118, 1121, 1388, 1411, 1567, 1580, 1614, 1642, 1655, 1681, 1744, 1822, 1823, 1909, 1923, 1966, 1976, 1977, 1988, 2015, 2046, 2061, 2065, 1644, 1929, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9343397341499808\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9325081383904914, 30), (0.9327230456262714, 33), (0.9343397341499808, 37), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9325081383904914, 30), (0.9327230456262714, 33), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 805, 1208, 1673, 1855, 1539, 519, 1928, 1929, 789, 1559, 1822, 1823, 1311, 1953, 43, 1580, 1965, 1971, 1209, 1601, 1732, 1865, 207, 1745, 2002, 1882, 1118, 1886, 1388, 2028, 2031, 2036, 1911, 506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9348122858559291\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9325081383904914, 30), (0.9327230456262714, 33), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1911, 1929, 2002, 43, 506, 805, 1311, 1601, 1882, 1928, 1953, 1971, 2028, 2031, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9334910947814175\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.9295433953877976, 23), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 1164, 1208, 1732, 1822, 1855, 1909, 55, 1388, 1580, 1798, 1911, 1966, 2002, 2048, 805, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930069673902691\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 27), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9311332205070346, 26), (0.9318475428532355, 27), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1388, 1580, 1911, 1929, 1966, 2002, 2048, 1745, 1798, 1822, 2053, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9311332205070346\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9311332205070346, 26), (0.9318475428532355, 27), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1118, 1164, 1208, 1732, 1855, 1909, 55, 207, 1209, 1388, 1580, 1798, 1911, 1929, 1966, 2002, 2048, 1642, 1811, 1850, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9318475428532355\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 223, 1230, 1644, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7697781815428875\n", - "Coverage: 0.90390625\n", - "Birth Iteration: 7\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 519, 1580, 1855, 1909, 1911, 1929, 2056, 1311, 1681, 1732, 1293]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9222280019243966\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9348122858559291, 39), (0.9349466028782917, 40), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1911, 47, 1208, 1164, 55, 519, 805, 1732, 207, 223, 718, 1118, 1121, 1388, 1411, 1502, 1567, 1580, 1614, 1642, 1655, 1681, 1744, 1822, 1823, 1909, 1923, 1966, 1976, 1977, 1988, 2015, 2046, 2061, 2065, 1644, 1929, 2028, 1873]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349734662827642\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1208, 1732, 1855, 55, 1388, 1580, 1798, 1911, 1966, 2002, 2048, 2056, 1732, 55, 1966, 1745, 1580, 1935, 1909, 1502, 656, 2055, 1601, 789, 2036, 1964, 1804, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387868486540214\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.91658302379365, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 805, 519, 1855, 1909, 1911, 1929, 1311, 1681, 1732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9173242095443234\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.930069673902691, 20), (0.9310794936980895, 25), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1732, 1822, 1855, 1909, 55, 1388, 1580, 1911, 1929, 1966, 2002, 2056, 805, 1311]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9311063571025621\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9350271930917092, 40), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1911, 1208, 1164, 55, 519, 805, 1732, 207, 223, 718, 1118, 1121, 1388, 1411, 1502, 1567, 1580, 1614, 1642, 1655, 1681, 1744, 1822, 1823, 1909, 1923, 1966, 1976, 1977, 1988, 2015, 2046, 2061, 2065, 1644, 1929, 2028, 1873, 1252, 1802]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9350271930917092\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9350271930917092, 40), (0.9387868486540214, 41), (0.9402692201553682, 42), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9350271930917092, 40), (0.9402692201553682, 41), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1798, 1911, 1966, 2002, 2048, 2056, 1732, 55, 1966, 1580, 1935, 1909, 1502, 656, 2055, 1601, 789, 2036, 1964, 1804, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9402692201553682\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9350271930917092, 40), (0.9402692201553682, 41), (0.9404035371777307, 51), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9350271930917092, 40), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1798, 1911, 1966, 2002, 2048, 2056, 1732, 55, 1966, 1745, 1580, 1935, 1909, 1502, 656, 2055, 1601, 789, 2036, 1964, 1804, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050, 1811, 2022, 1829, 780]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9349734662827642, 39), (0.9350271930917092, 40), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9372507503437295, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1911, 2002, 1732, 55, 1966, 1580, 1935, 1909, 1502, 1601, 789, 2036, 1804, 2031, 1971, 1981, 1811, 43, 207, 506, 1118, 1209, 1311, 1882, 1928, 1929, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9372507503437295\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 9\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9189677614725054, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9372507503437295, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9191558053038129, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9372507503437295, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1644, 519, 1580, 1855, 1909, 1911, 1929, 2056, 1681, 1732, 1601]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9191558053038129\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9191558053038129, 15), (0.9222280019243966, 16), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9372507503437295, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9191558053038129, 15), (0.9222280019243966, 16), (0.926310018340379, 17), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9372507503437295, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 5, 519, 1164, 1732, 1822, 1855, 1909, 55, 1580, 1911, 1929, 1966, 2002, 2048, 1552]\n", - "Fitness: 1.0\n", - "Accuracy: 0.926310018340379\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9191558053038129, 15), (0.9222280019243966, 16), (0.926310018340379, 17), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9372507503437295, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9191558053038129, 15), (0.9222280019243966, 16), (0.926310018340379, 17), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1911, 2002, 1732, 55, 1966, 1580, 1935, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1981, 1811, 207, 1118, 1209, 1311, 656, 1230, 1550, 1829, 1964, 1800, 809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9378844824765129\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.9173242095443234, 14), (0.9191558053038129, 15), (0.9222280019243966, 16), (0.926310018340379, 17), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.926417471958269\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.941751591656715, 68)]\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 2002, 1798, 2005, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2036, 1624, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9417247282522425\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7697781815428875, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 223, 1230, 1644, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.823450042615128\n", - "Coverage: 0.9203125\n", - "Birth Iteration: 10\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9153155595280833, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9206919036141048\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9280341604819784, 19), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 207, 1209, 1850, 2048, 1954, 1802]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9280341604819784\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9280341604819784, 19), (0.9311063571025621, 20), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9280341604819784, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 1681, 718, 805, 1121, 1642, 1822, 1923, 2028, 2061]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9311600839115071\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9280341604819784, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 2048, 1850, 5, 1311, 1388, 1966, 2056, 1679]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9291673077251825\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1732, 1822, 1855, 1909, 55, 207, 1209, 1388, 1580, 1911, 1929, 2002, 43, 506, 805, 1601, 1882, 1928, 1953, 2028, 2031, 2036, 1802, 1865, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342054171276183\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9343397341499808, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9355803350110751, 34), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1911, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 805, 1822, 1882, 1928, 1953, 1339, 1977]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9355803350110751\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9355803350110751, 34), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1732, 1822, 1855, 1909, 55, 207, 1388, 1580, 1911, 1929, 2002, 43, 506, 805, 1601, 1882, 1928, 1953, 2031, 2036, 1802, 1865, 1208, 1800, 1971, 1977]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349197394738191\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1911, 1732, 55, 1966, 1580, 1935, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1811, 207, 656, 1230, 1550, 1829, 1964, 1800, 809, 1798, 2050, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9362946573572759\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.932588728603909, 28), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 1164, 1208, 1732, 55, 1388, 1911, 2002, 1732, 55, 1966, 1580, 1935, 1502, 789, 2036, 2031, 1971, 207, 1118, 1311, 1230, 1829, 1727, 1862]\n", - "Fitness: 1.0\n", - "Accuracy: 0.932588728603909\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9291673077251825, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.932588728603909, 28), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.932588728603909, 28), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 1164, 1732, 1822, 1855, 1909, 55, 1388, 1580, 1911, 1929, 1966, 2002, 2056, 1311, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9295165319833252\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9311063571025621, 20), (0.9311600839115071, 22), (0.9318475428532355, 26), (0.932588728603909, 28), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 2048, 5, 1311, 1388, 1966, 2056, 1679, 519, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9331418705232747\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9334910947814175, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9335716849948349, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1164, 1732, 1822, 1855, 1909, 55, 1209, 1580, 1911, 1929, 2002, 506, 805, 1601, 1882, 1953, 2028, 2036, 1802, 1865, 1208, 718, 1121, 1642, 1923, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9335716849948349\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9335716849948349, 30), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 1681, 805, 1822, 2028, 2061, 43, 207, 1118, 1388, 1928, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341785537231457\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.926471198767214, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1209, 1580, 1911, 1929, 2002, 2048, 1850, 1388, 1679, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9292747613430725\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.9006041823878637, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1230, 1208, 1855, 1909, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.901399094947482\n", - "Coverage: 0.9875\n", - "Birth Iteration: 12\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8389026055060211, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8906195433709665, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1164, 1727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8906195433709665\n", - "Coverage: 0.984375\n", - "Birth Iteration: 12\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8906195433709665, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.823450042615128, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1164, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8934768327557701\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 13\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.823450042615128, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1230, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8645644831603085\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 13\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9342054171276183, 31), (0.9349197394738191, 32), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1732, 1822, 1855, 1909, 55, 207, 1388, 1580, 1911, 1929, 2002, 43, 506, 805, 1601, 1882, 1928, 2031, 2036, 1802, 1865, 1208, 1971, 1209, 1080]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9350003296872367\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 13\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9045787451859558, 10), (0.9078927124467921, 11), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1208, 1732, 1855, 1909, 55, 2002, 1862]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9106266743837901\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 13\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.941751591656715, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2036, 1624, 1937, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9417784550611875\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.9295165319833252, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1209, 1580, 1911, 1929, 2002, 2048, 1850, 1388, 1679, 2056, 1673]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930069673902691\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9355803350110751, 34), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 519, 1118, 1164, 1732, 1822, 1855, 1909, 55, 207, 1388, 1580, 1911, 1929, 2002, 43, 506, 805, 1601, 1882, 1928, 2031, 2036, 1802, 1208, 1971, 1209, 1681, 2028, 2061, 1873]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9357683788423827\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 45), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1798, 1911, 1966, 2002, 2048, 2056, 1732, 55, 1966, 1580, 1935, 1909, 1502, 656, 2055, 1601, 789, 2036, 1964, 1804, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050, 1811, 1929, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.901399094947482, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1909, 1929, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9048742426351535\n", - "Coverage: 0.9875\n", - "Birth Iteration: 14\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9292747613430725, 18), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1679, 1732, 1850, 1909, 1911, 2048, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9294896685788527\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9370895699168944, 38), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 1911, 1732, 55, 1966, 1580, 1935, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1811, 207, 656, 1230, 1550, 1829, 1964, 1800, 809, 1798, 2050, 2056, 1932]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9370895699168944\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9362946573572759, 37), (0.9370895699168944, 38), (0.9378844824765129, 39), (0.9402692201553682, 41), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9403229469643133\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.926417471958269, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9277923898417257, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1850, 1909, 1911, 2048, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9277923898417257\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9277923898417257, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 31), (0.9357683788423827, 33), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9277923898417257, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 1388, 1966, 519, 805, 43, 207, 223, 1118, 1208, 1822, 1865, 1882, 1971, 2031]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9350003296872367\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9277923898417257, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9277923898417257, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9362677939528035, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1164, 1208, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020, 891]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9362677939528035\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9277923898417257, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9362677939528035, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9362677939528035, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9278192532461982\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9362677939528035, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9362677939528035, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8969141274644121\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 15\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9362677939528035, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9363215207617485\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8956197997943729, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8960764776704055, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1208, 1855, 55, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8960764776704055\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 15\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8960764776704055, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930069673902691, 19), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8960764776704055, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1679, 1732, 1850, 1909, 1911, 2048, 2056, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930998903484672\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8960764776704055, 7), (0.8969141274644121, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8960764776704055, 7), (0.8978702204508656, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1208, 1855, 55, 2002, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8978702204508656\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 16\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8960764776704055, 7), (0.8978702204508656, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1208, 55, 2002, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8968982536344965\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 16\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 24), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 805, 1822, 43, 207, 1118, 1388, 1928, 2031, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341785537231457\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9048742426351535, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1208, 1855, 55, 2002, 1909, 2059]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9074201607408439\n", - "Coverage: 0.9875\n", - "Birth Iteration: 16\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 35), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 1209, 1811, 1829, 1964, 1966, 1981, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9363215207617485\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 35), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 35), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1855, 1164, 1580, 1732, 1850, 1909, 1911, 1929, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.924720193221142\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9363215207617485, 35), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9387062584406038, 35), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 223, 1209, 1811, 1829, 1964, 1981, 2020, 1364]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387062584406038\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9387062584406038, 35), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 223, 1209, 1829, 1964, 1981, 2020, 1364, 2028, 1937]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387331218450763\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 17\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9074201607408439, 9), (0.9106266743837901, 10), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1164, 1732, 1909, 1911, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9149394718654681\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 17\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1811, 1829, 1964, 1981, 2020, 1364]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379113458809853\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 17\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 1798, 2055, 2056, 519, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1822, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 459, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 2006, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433145533714794\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.8978702204508656, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1909, 55, 805, 1230, 2046]\n", - "Fitness: 1.0\n", - "Accuracy: 0.901302630904149\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 18\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.924720193221142, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1855, 1164, 1580, 1732, 1850, 1909, 1911, 2002, 1644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9264443353627414\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1855, 805, 1164, 1644, 1732, 1909, 1911, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9206919036141048\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9379113458809853, 34), (0.9387062584406038, 35), (0.9387331218450763, 36), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1829, 1964, 1981, 2020, 2040]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9395548978091672\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 805, 1164, 1644, 1732, 1909, 1911, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9199507178634314\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 37), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 36), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1953, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9403229469643133\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 36), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 2020, 1157]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9403229469643133\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433145533714794, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 1798, 2055, 2056, 519, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1822, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 2006, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9434220069893695\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.901302630904149, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 805, 1164, 1909, 1929, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9033650077293341\n", - "Coverage: 0.9875\n", - "Birth Iteration: 20\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9206919036141048, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9223085921378141\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9395548978091672, 34), (0.9403229469643133, 35), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9403229469643133\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9199507178634314, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 805, 1164, 1732, 1909, 1911, 1230, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9205038597827971\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 805, 1822, 43, 207, 1118, 1388, 1928, 2031, 1850, 1453]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349734662827642\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 789, 2036, 1971, 207, 1118, 1230, 43, 1953, 5, 223, 1209, 1829, 1964, 1981, 2020, 519, 656, 805, 809, 1339, 1400, 1461, 1549, 1563, 1624, 1660, 1745, 1767, 1798, 1822, 1881, 1935, 2000, 2055, 2056, 780, 1606, 1539, 2008]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412253131418217\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 1798, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1822, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 2006, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942627094429751\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1164, 1732, 1909, 1911, 207, 1644, 1850, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9257837398254856\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9033650077293341, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9079195758512646, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 805, 1164, 1732, 1911, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9079195758512646\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 21\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9079195758512646, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1732, 1909, 1911, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9080538928736273\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9331418705232747, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 43, 207, 805, 1388, 1822, 1971, 2002]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341516903186733\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 2002, 1798, 1667, 1975, 2050, 1773, 1822, 1364, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 1066, 1971, 519, 2056, 1929, 1580, 1388, 207, 1938, 1208, 1209, 1563, 2036, 1624, 1937, 956, 1956, 470]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416710014432974\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9357683788423827, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1601, 789, 2031, 1971, 1118, 1230, 43, 1953, 223, 1964, 2020, 1937, 1911, 1395, 1209, 1502, 1829, 1966, 2036, 1455]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9387868486540214\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8968982536344965, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1164, 207, 1929, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8984343519447884\n", - "Coverage: 0.984375\n", - "Birth Iteration: 22\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.9205038597827971, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1644, 1732, 1850, 1909, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.921836040431866\n", - "Coverage: 0.996875\n", - "Birth Iteration: 22\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9080538928736273, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1230, 1164, 1732, 1909, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9143326031371573\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85), (0.9441631927400429, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1230, 1800, 43, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1798, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1822, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 2006, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1196, 823, 209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9441631927400429\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 23\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.942627094429751, 84), (0.9434220069893695, 85), (0.9441631927400429, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433951435848968, 84), (0.9434220069893695, 85), (0.9441631927400429, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 207, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1829, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1822, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 2006, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433951435848968\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 23\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9433951435848968, 84), (0.9434220069893695, 85), (0.9441631927400429, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9449043784907163\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 24\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2036, 1624, 1937, 2019, 1953, 1378]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9425733676208059\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 24\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9341785537231457, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 805, 1822, 43, 207, 1118, 1928, 2031, 1453, 1583]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342322805320908\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 24\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9149394718654681, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1164, 1732, 1909, 1911, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9156806576161416\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 25\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.8984343519447884, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1164, 207, 1230, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9030157834711914\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 25\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9223085921378141, 11), (0.9257837398254856, 12), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1164, 1732, 1909, 1911, 207, 1644, 1850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9258106032299581\n", - "Coverage: 0.996875\n", - "Birth Iteration: 26\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 66), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1981, 1960, 223, 1118, 1644, 2002, 1798, 1667, 1975, 2050, 1773, 1822, 1364, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 1549, 809, 1673, 1066, 1971, 519, 2056, 1929, 1580, 1388, 207, 1938, 1208, 1563, 2036, 1624, 1937, 956, 1956, 470]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9416710014432974\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 26\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9264443353627414, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1966, 1208, 1580, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9271049308999973\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 26\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456187008369172\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9262831549359063\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 2031, 1971, 43, 1953, 223, 1964, 2020, 1937, 1911, 1209, 1502, 1966, 2036, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9365632914020011\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1208, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 805, 1822, 43, 207, 1118, 1388, 1928, 2031, 1850, 1453, 2048, 2050, 1667, 5, 1798, 2055, 519, 1673, 2056, 1676, 1935, 656, 1937, 1938, 1811, 1563, 1953, 1960, 809, 1066, 1964, 1966, 1839, 1971, 1461, 1975, 1209, 1339, 1724, 1981, 1213, 459, 1229, 1230, 1744, 1745, 2000, 1364, 2005, 2006, 1236, 1624, 1881, 1886, 1631, 1890, 2019, 1378, 1767, 1773, 2036, 1400, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9433145533714794\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9143326031371573, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1732, 1909, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9154498765504457\n", - "Coverage: 0.996875\n", - "Birth Iteration: 28\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.932588728603909, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 2056, 1929, 1209, 2020, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.932588728603909\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 28\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.932588728603909, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 43, 805, 1822, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340173732963106\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 29\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.9294896685788527, 15), (0.930998903484672, 16), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 2056, 1929, 1209]\n", - "Fitness: 1.0\n", - "Accuracy: 0.930998903484672\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 29\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417247282522425, 67), (0.9417784550611875, 68), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [43, 1855, 5, 1909, 656, 1230, 1229, 1964, 2006, 1732, 55, 1966, 805, 1745, 1461, 1935, 1744, 2055, 1881, 2000, 1886, 1724, 1400, 1767, 1960, 223, 1118, 1644, 1631, 2002, 1798, 2005, 1667, 1975, 2050, 1773, 1822, 1364, 1236, 1339, 1890, 1676, 1660, 1811, 1911, 459, 1213, 809, 1673, 2048, 1066, 1971, 519, 2056, 1929, 1580, 1388, 1839, 207, 1938, 1208, 1209, 1563, 2036, 1624, 1937, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9417784550611875\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 30\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207, 2026, 1953, 1395, 1829, 1455]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456992910503348\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 30\n", - "Rule Count: 91\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 2031, 1971, 43, 1953, 223, 1964, 2020, 1937, 1911, 1209, 1502, 1966, 2036, 789, 1230, 1395, 1455, 1601, 1829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9386793950361313\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 31\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9387868486540214, 33), (0.9403229469643133, 34), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1829, 1964, 1966, 1981, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9403229469643133\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 31\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9416710014432974, 65), (0.9417784550611875, 67), (0.9425733676208059, 70), (0.9433145533714794, 76), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 1732, 55, 1580, 1909, 1502, 789, 2036, 1800, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2055, 2056, 1929, 1804, 1550, 1935, 656, 1937, 805, 1960, 1066, 1975, 1724, 1229, 1744, 1745, 1236, 2005, 1624, 1881, 1631, 1890, 2019, 1911, 1954, 1642, 2015, 1956, 1825, 512, 207, 1395, 1829, 1455, 1822, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.943502597202787\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 31\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 789, 2036, 1971, 207, 1118, 1230, 43, 1953, 5, 223, 1209, 1829, 1964, 1981, 2020, 519, 656, 805, 809, 1339, 1400, 1461, 1549, 1563, 1624, 1660, 1745, 1767, 1798, 1822, 1881, 1935, 2000, 2055, 2056, 780, 1606, 1539, 2008, 1601, 1966, 1455, 2031, 1937, 1395, 1911, 1502]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9426539578342235\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 32\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 43, 207, 805, 1388, 1822, 1971, 2002, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342054171276183\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 32\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 1732, 55, 1580, 1909, 1502, 789, 2036, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 1929, 1804, 1550, 1935, 656, 1937, 805, 1229, 1744, 1624, 1881, 1631, 1890, 1911, 1642, 1956, 1825, 1395, 1829, 1455, 1822, 1572, 1209, 1388, 1971, 2002, 1994, 1144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9411178595239317\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 32\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9386793950361313, 32), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1164, 1208, 1732, 55, 1388, 2002, 1732, 55, 1580, 1909, 2031, 1971, 43, 1953, 223, 1964, 2020, 1937, 1911, 1209, 1502, 2036, 789, 1230, 1395, 1455, 1601, 1829, 1923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396086246181123\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.9156806576161416, 9), (0.921836040431866, 10), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1644, 1732, 1909, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.921836040431866\n", - "Coverage: 0.996875\n", - "Birth Iteration: 33\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9342054171276183, 21), (0.9342322805320908, 22), (0.9349734662827642, 23), (0.9350003296872367, 25), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 1388, 1966, 805, 43, 207, 223, 1118, 1208, 1822, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9350003296872367\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9278192532461982, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1208, 1164, 1732, 1909, 1911, 1644, 1580, 1855, 1929, 2048, 1993]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9285873024013441\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91)]\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207, 2026, 1953, 1395, 1829, 1455, 1144, 1994, 1572, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9457798812637522\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [55, 223, 1732, 1909]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49920508744038156\n", - "Coverage: 0.684375\n", - "Birth Iteration: 34\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 43), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 2048, 2056, 1732, 55, 1966, 1580, 1909, 1502, 656, 1601, 789, 2036, 1964, 1804, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050, 1929, 1118, 1800, 2020, 1160]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410641327149867\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9403229469643133, 33), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1964, 1966, 1981, 2020, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404304005822033\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 11), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1644, 1732, 1909, 1911, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9258106032299581\n", - "Coverage: 0.996875\n", - "Birth Iteration: 34\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.943502597202787, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 1732, 55, 1580, 1909, 1502, 789, 2036, 1800, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2055, 2056, 1929, 1804, 1550, 1935, 656, 1937, 805, 1960, 1066, 1975, 1724, 1229, 1744, 1745, 1236, 2005, 1624, 1881, 1631, 1890, 2019, 1911, 1954, 1642, 2015, 1956, 1825, 512, 1395, 1829, 1455, 1822, 1572, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9442975097624053\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9285873024013441, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9286947560192342, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 1850, 203]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9286947560192342\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9286947560192342, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 32), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9286947560192342, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 1844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404304005822033\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9286947560192342, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 2056, 1567]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9294896685788527\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9426539578342235, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 1732, 55, 1580, 1909, 1502, 789, 1800, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2055, 2056, 1929, 1804, 1550, 656, 1937, 805, 1960, 1066, 1975, 1724, 1229, 1744, 1745, 1236, 2005, 1624, 1881, 1631, 1890, 2019, 1911, 1954, 1642, 2015, 1956, 1825, 512, 1395, 1829, 1455, 1822, 1681, 506, 1660]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9428151382610586\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9341516903186733, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 1909, 55, 1580, 1911, 1929, 2002, 1966, 805, 43, 207, 223, 1118, 1208, 1822, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342591439365633\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1388, 1580, 2002, 1732, 55, 1580, 1909, 789, 2036, 1971, 207, 1118, 1230, 43, 1953, 5, 1209, 1829, 1964, 1981, 2020, 519, 656, 805, 809, 1339, 1400, 1461, 1549, 1563, 1624, 1660, 1745, 1767, 1798, 1822, 1881, 1935, 2000, 2055, 2056, 780, 1606, 1539, 2008, 1601, 1966, 1455, 2031, 1937, 1395, 1911, 1502]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9419127720835501\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456187008369172, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207, 1905, 1955]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456455642413897\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 37\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49920508744038156, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8293636547905998\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 37\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 1960, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 1890, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1955, 2053]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9456724276458621\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 37\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9457798812637522, 95)]\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207, 1905, 1955, 1953, 1890, 1829, 1960, 2026, 1388, 1455, 1395]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9464673402054806\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 38\n", - "Rule Count: 93\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9365632914020011, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9464673402054806, 93)]\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 1911, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9371970235347844\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 39\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8645644831603085, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9464673402054806, 93)]\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1230, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8850551554536374\n", - "Coverage: 0.984375\n", - "Birth Iteration: 39\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449043784907163, 84), (0.9456455642413897, 85), (0.9456724276458621, 86), (0.9456992910503348, 91), (0.9464673402054806, 93)]\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 512, 1230, 207, 1905, 1955, 1953, 1158, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9463867499920631\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 39\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449581052996613, 73), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 43, 1339, 5, 223, 1209, 1964, 1966, 1981, 2020, 2048, 2055, 2056, 1673, 1929, 1804, 1935, 656, 1681, 1937, 1563, 805, 1960, 809, 1839, 1461, 1745, 2000, 1364, 2005, 1624, 1881, 2019, 1767, 1911, 1400, 1660, 1954, 2015, 1825, 512, 1230, 207, 2026, 1953, 1395, 1829, 1455, 519, 1549, 1798, 2008, 1453, 1773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9449581052996613\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 39\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9449581052996613, 73), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1935, 656, 1937, 1960, 809, 1839, 1461, 1724, 1744, 1364, 1624, 1881, 1886, 2019, 1767, 1911, 1660, 1954, 1642, 2015, 1825, 1230, 207, 1953, 1395, 1829, 1455, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450118321086063\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 39\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.8293636547905998, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8341441197228674\n", - "Coverage: 0.9578125\n", - "Birth Iteration: 40\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396086246181123, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 1800, 43, 1953, 5, 223, 1209, 1964, 1966, 2020]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396623514270572\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 40\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8934768327557701, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 47, 1164, 207, 1230]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8945941061690588\n", - "Coverage: 0.984375\n", - "Birth Iteration: 40\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9411178595239317, 50), (0.9412253131418217, 52), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2055, 1673, 1935, 656, 1937, 1960, 1744, 1624, 1881, 1886, 1767, 1911, 1642, 1825, 207, 1953, 1395, 1829, 1455, 2012, 1572, 1631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412253131418217\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 41\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9271049308999973, 13), (0.9294896685788527, 14), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9294896685788527\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 41\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9428151382610586, 60), (0.9442975097624053, 62), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 1732, 55, 1580, 1909, 1502, 789, 2036, 1800, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2055, 2056, 1929, 1804, 1935, 656, 1937, 805, 1960, 1066, 1975, 1724, 1229, 1744, 1745, 1236, 2005, 1624, 1881, 1631, 1890, 2019, 1911, 1954, 1642, 2015, 1956, 1825, 1395, 1829, 1455, 1822, 1572, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9442975097624053\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 41\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9371970235347844, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9380993897122929\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 41\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412253131418217, 50), (0.9419127720835501, 58), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9419127720835501, 58), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1230, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 519, 780, 809, 1339, 1455, 1539, 1549, 1563, 1624, 1660, 1935, 1937, 1981, 2000, 2008, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9412790399507667\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9419127720835501, 58), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9419933622969676, 57), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 2036, 1971, 1118, 43, 1339, 5, 223, 1209, 1964, 1966, 1981, 2020, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1550, 1681, 1937, 1938, 1823, 805, 1066, 1975, 1229, 1745, 2000, 1886, 1773, 1911, 1642, 512, 207, 1905, 1829, 2026, 1388, 1455, 1395, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9419933622969676\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9419933622969676, 57), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2055, 1935, 656, 1937, 1960, 1744, 1624, 1881, 1886, 1767, 1911, 1642, 1825, 1395, 1829, 1455, 1572, 1631, 1066, 1229, 1236, 1667, 1681, 1800, 1804, 1822, 1890, 1975, 2005, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9426539578342235\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9262831549359063, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1580, 1644, 1732, 1855, 1909, 1911, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9271049308999973\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 43\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9380993897122929, 27), (0.9396623514270572, 30), (0.9404304005822033, 31), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1938, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404841273911482\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 43\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1935, 656, 1937, 1960, 809, 1839, 1461, 1724, 1744, 1364, 1624, 1881, 1886, 2019, 1767, 1911, 1660, 1954, 1642, 2015, 1825, 1230, 207, 1953, 1395, 1829, 1455, 2012, 1844, 1622]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9458067446682248\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 44\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 59), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 1732, 55, 1580, 1909, 1502, 789, 2036, 1800, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2055, 2056, 1929, 1804, 1935, 656, 1937, 805, 1960, 1066, 1975, 1724, 1229, 1744, 1236, 2005, 1624, 1881, 1631, 1890, 2019, 1911, 1954, 1642, 2015, 1956, 1825, 1395, 1829, 1455, 1822, 1572, 1681, 2046]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942680821238696\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 44\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 59), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 59), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164]\n", - "Fitness: 1.0\n", - "Accuracy: 0.847754097279714\n", - "Coverage: 0.978125\n", - "Birth Iteration: 44\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 59), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 59), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223]\n", - "Fitness: 1.0\n", - "Accuracy: 0.8341441197228674\n", - "Coverage: 0.9578125\n", - "Birth Iteration: 44\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 59), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 55), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 1732, 55, 1580, 1502, 789, 2036, 1800, 43, 1339, 5, 223, 1964, 1966, 1981, 2020, 2048, 2050, 1667, 2056, 1935, 656, 1937, 1960, 1975, 1724, 1229, 1744, 1745, 2005, 1624, 1881, 1631, 1890, 2019, 1911, 1954, 1642, 2015, 1825, 1395, 1829, 1455, 1572, 1461, 1660, 1839, 1932, 716]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942680821238696\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 45\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9426539578342235, 54), (0.942680821238696, 55), (0.9442975097624053, 60), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9443243731668779, 54), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 1230, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 519, 780, 809, 1339, 1455, 1539, 1624, 1660, 1935, 1937, 1981, 2008, 2056, 1509, 1642, 1667, 1673, 1744, 1767, 1844, 1881, 1886, 1911, 2012, 2048, 2050, 1208]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9443243731668779\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 45\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9342591439365633, 20), (0.9350003296872367, 21), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9443243731668779, 54), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9443243731668779, 54), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 43, 805, 1822, 2056, 1118, 1388, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9364289743796386\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 46\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9443243731668779, 54), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9443243731668779, 54), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1938, 1563, 1823, 805, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207, 1905, 1955, 1953, 1890, 1829, 1960, 2026, 1388, 1455, 1395, 1160, 519, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9465210670144257\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 46\n", - "Rule Count: 96\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9443243731668779, 54), (0.9450118321086063, 64), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2031, 1971, 1230, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 519, 780, 809, 1339, 1455, 1539, 1624, 1660, 1935, 1937, 1981, 2008, 2056, 1509, 1642, 1667, 1744, 1767, 1844, 1886, 1911, 2012, 2048, 2050, 1208, 1177]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9450924223220238\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9412790399507667, 45), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 5, 519, 1164, 1208, 1732, 1855, 55, 1388, 1580, 2002, 2048, 2056, 1732, 55, 1966, 1580, 1909, 1502, 656, 1601, 789, 2036, 1964, 1804, 1823, 1550, 2000, 2031, 1971, 1230, 1981, 2050, 1929, 1118, 1800, 2020, 1160, 1622]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9410909961194591\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 805, 1822, 1388, 2048, 1963, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340979635097282\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9435294606072595, 50), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 1118, 1230, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 519, 780, 809, 1339, 1455, 1539, 1563, 1624, 1660, 1935, 1937, 1981, 2000, 2008, 2056, 1208, 1667, 1673, 1844, 1881, 2012, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9435294606072595\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9435294606072595, 50), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9420739525103852, 49), (0.9435294606072595, 50), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 1230, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 519, 780, 809, 1339, 1455, 1539, 1624, 1660, 1935, 1937, 1981, 2008, 2056, 1509, 1642, 1744, 1767, 1886, 1911, 2050, 1549, 1601]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9420739525103852\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9420739525103852, 49), (0.9435294606072595, 50), (0.9450924223220238, 52), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9420739525103852, 49), (0.9435294606072595, 50), (0.9450924223220238, 52), (0.9451192857264963, 57), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 1230, 43, 1953, 5, 223, 1209, 1964, 1966, 2020, 519, 780, 809, 1339, 1455, 1539, 1624, 1935, 1937, 1981, 2008, 2056, 1509, 1642, 1667, 1673, 1744, 1767, 1844, 1881, 1886, 1911, 2012, 2048, 2050, 1208, 1882, 1396, 1851, 2026]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9451192857264963\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9420739525103852, 49), (0.9435294606072595, 50), (0.9450924223220238, 52), (0.9451192857264963, 57), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9457530178592797, 49), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 656, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9457530178592797\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 48\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9410641327149867, 40), (0.9410909961194591, 41), (0.9412790399507667, 45), (0.9457530178592797, 49), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 43, 5, 223, 1964, 1966, 2020, 780, 1455, 1539, 1624, 1660, 1935, 1981, 2056, 1509, 1642, 1667, 1844, 1886, 1911, 1208, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9426539578342235\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 48\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 66), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1935, 656, 1937, 1960, 809, 1839, 1461, 1724, 1744, 1364, 1624, 1881, 1886, 2019, 1767, 1911, 1954, 1642, 2015, 1825, 1230, 207, 1953, 1395, 1829, 1455, 2012, 1844, 1622]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9458067446682248\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 48\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 1929, 512, 805, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9325618651994363\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 1981, 2056, 1509, 1642, 1844, 1911, 1208, 1118]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9411715863328767\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1935, 656, 1937, 1960, 809, 1839, 1461, 1724, 1744, 1364, 1624, 1881, 1886, 2019, 1767, 1911, 1954, 1642, 2015, 1825, 1230, 207, 1953, 1829, 1455, 2012, 1622, 805, 1066, 1160, 1213, 1236, 1550, 1676, 1681, 1745, 1800, 1804, 1822, 1890, 1905, 1938, 2000, 2005, 2017, 2026, 2052]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9458336080726972\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340173732963106, 17), (0.9340979635097282, 19), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 805, 1822, 1388, 2048, 1963, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9340979635097282\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 43, 5, 223, 1964, 1966, 2020, 780, 1455, 1539, 1624, 1660, 1981, 2056, 1642, 1844, 1911, 1208, 2036, 207, 1118, 1209, 1744, 1825, 1829, 1839, 1937, 2048, 2050, 1847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9435294606072595\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1938, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9374119307705645\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 39), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 38), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 43, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 1660, 1935, 1981, 2056, 1509, 1642, 1667, 1844, 1886, 1911, 1208, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9426539578342235\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 38), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 93), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 38), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 1118, 1800, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1929, 1676, 1804, 1550, 1935, 656, 1681, 1937, 1563, 1823, 805, 809, 1066, 1839, 1461, 1975, 1724, 1213, 1229, 1744, 1745, 2000, 1236, 1364, 2005, 1624, 1881, 1886, 1631, 2019, 1767, 1773, 1911, 1400, 1660, 1954, 1642, 2015, 2017, 1956, 1080, 1825, 512, 1230, 207, 1905, 1955, 1953, 1890, 1829, 1960, 2026, 1388, 1455, 1395]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9464673402054806\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 92\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9426539578342235, 38), (0.9435294606072595, 45), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 1981, 2056, 1509, 1642, 1844, 1911, 1208, 1118, 2048, 512, 805, 1963, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9436100508206771\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 51\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9340979635097282, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 1929, 512, 1822, 1559, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9341785537231457\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 51\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.930998903484672, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 512, 805, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310526302936171\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 51\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 656, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1400, 940, 1923, 2028]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9457798812637522\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 52\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.8945941061690588, 6), (0.9030157834711914, 7), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1732, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9059377892394971\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 52\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9435831874162044, 36), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 1981, 2056, 1509, 1642, 1844, 1911, 1208, 1118, 512, 1822, 1567]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9435831874162044\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 52\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9435831874162044, 36), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 83), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9435831874162044, 36), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 1601, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 1509, 2020, 2048, 2050, 1667, 2055, 2056, 1673, 1935, 656, 1937, 809, 1839, 1461, 1724, 1744, 1364, 1624, 1881, 1886, 2019, 1767, 1911, 1954, 1642, 2015, 1825, 1230, 207, 1953, 1829, 1455, 2012, 1622, 805, 1066, 1160, 1213, 1236, 1550, 1676, 1681, 1745, 1800, 1804, 1822, 1890, 1905, 1938, 2000, 2005, 2017, 2052]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9458336080726972\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 52\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9435831874162044, 36), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 36), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 1981, 2056, 1509, 1642, 1844, 1911, 1208, 1118, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9428151382610586\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 53\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 36), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 2056, 1509, 1642, 1844, 1911, 1208, 1118, 512, 1822, 1567]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9435831874162044\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 53\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1732, 1909, 1911, 207, 2048, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9258374666344306\n", - "Coverage: 0.996875\n", - "Birth Iteration: 53\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 43, 805, 1822, 2056, 1118, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9363752475706935\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 53\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9458067446682248, 65), (0.9458336080726972, 81), (0.9463867499920631, 84), (0.9464673402054806, 92), (0.9465210670144257, 96)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 656, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1400, 940, 1923, 2028, 1252]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9465479304188982\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9411715863328767, 33), (0.9428151382610586, 34), (0.9435831874162044, 35), (0.9436100508206771, 38), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1455, 1539, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9436369142251495\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 55\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9325618651994363, 16), (0.9341785537231457, 17), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [223, 55, 1644, 47, 1208, 1855, 1164, 1580, 1732, 1909, 1911, 2048, 512, 805, 1822, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9342591439365633\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 55\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1624, 1539, 1642, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9413059033552391\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9374119307705645, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 1732, 55, 1580, 1909, 1502, 789, 223, 1964, 1966, 2056, 1208, 1118, 2036, 43, 805, 1822, 1911, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9381799799257104\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.9436369142251495, 32), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 2002, 1732, 55, 1580, 1909, 1502, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1624, 43, 1160, 1252, 1339, 1455, 1673, 1744, 1823, 1825, 1829, 1839, 1937, 2031, 2048, 1121, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9451461491309688\n", - "Coverage: 1.0\n", - "Birth Iteration: 56\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614, 1938]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942842001665531\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310526302936171, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310794936980895, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 512, 805]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9310794936980895\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310794936980895, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310794936980895, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1644, 1732, 1909, 1911, 207, 805, 2056, 1929, 43, 1580, 1388, 1966, 1971, 1118, 1822, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9364827011885836\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.921836040431866, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310794936980895, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310794936980895, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 207, 1164, 1208, 1732, 1909, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9257837398254856\n", - "Coverage: 0.996875\n", - "Birth Iteration: 57\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9310794936980895, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1732, 1909, 1911, 2048, 2056, 512, 1580, 1644, 1822, 1855]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9326693188173265\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 57\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 29), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1938, 1624, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9413059033552391\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 57\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9457530178592797, 49), (0.9457798812637522, 52), (0.9465479304188982, 53)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 656, 1937, 1839, 1724, 1744, 1624, 1954, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9465479304188982\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 57\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9365632914020011, 25), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1732, 55, 1580, 1909, 1502, 789, 223, 1964, 1966, 2056, 1208, 1118, 2036, 43, 1822, 1911, 1929, 1455]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9365632914020011\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 58\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9365632914020011, 25), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381262531167653, 22), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1732, 1909, 1911, 2048, 2056, 512, 1580, 1644, 1822, 1855, 1388, 1624, 1642, 1844, 1964, 1971, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9381262531167653\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 58\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381262531167653, 22), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381262531167653, 22), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 1164, 1208, 1732, 1909, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9101699965077574\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 58\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381262531167653, 22), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 1732, 55, 1580, 1909, 1502, 223, 1966, 2056, 1208, 1118, 43, 805, 1822, 1911, 1929]\n", - "Fitness: 1.0\n", - "Accuracy: 0.938153116521238\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9364827011885836, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9379650726899305, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1929, 1966, 1208, 1580, 43, 805, 1822, 2056, 1118, 1388, 2048, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9379650726899305\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9379650726899305, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9381799799257104, 26), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9379650726899305, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9396086246181123, 24), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 1732, 55, 1580, 1909, 1502, 789, 223, 1964, 1966, 2056, 1208, 2036, 43, 1911, 1938, 2055]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396086246181123\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9379650726899305, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9396086246181123, 24), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.942842001665531, 31), (0.9436369142251495, 32), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9379650726899305, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9396086246181123, 24), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614, 1455]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9436369142251495\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9363752475706935, 19), (0.9364289743796386, 20), (0.9379650726899305, 21), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9396086246181123, 24), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9396086246181123, 24), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1732, 1909, 1911, 2048, 2056, 512, 1580, 1644, 1822, 1855, 1388, 1624, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9380993897122929\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9381262531167653, 22), (0.938153116521238, 23), (0.9396086246181123, 24), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 512, 1388, 1624, 1822, 1844, 1964, 2036]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9396623514270572\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465479304188982, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 656, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9465747938233706\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 60\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9258374666344306, 11), (0.9271049308999973, 12), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 207, 1164, 1208, 1732, 1909, 1911, 512, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9289633900639593\n", - "Coverage: 0.996875\n", - "Birth Iteration: 60\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9101699965077574, 7), (0.9154498765504457, 8), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 207, 1164, 1732, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9162716525145368\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 60\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9326693188173265, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9333030509501098, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 1388, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9333030509501098\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 61\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9333030509501098, 15), (0.9342591439365633, 16), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9333030509501098, 15), (0.9342591439365633, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 512, 1388, 1624, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9364827011885836\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 61\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9333030509501098, 15), (0.9342591439365633, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9342591439365633, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 55, 223, 1164, 1208, 1732, 1909, 1911, 2048, 2056, 1580, 1644, 1855, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303114445429437\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 61\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 62\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9342591439365633, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 1388, 1624, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9349197394738191\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 62\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 512, 1388, 1624, 1822, 1844, 1964]\n", - "Fitness: 1.0\n", - "Accuracy: 0.938867438867439\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 62\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614, 1455, 512, 1911, 1822, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9443243731668779\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 62\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 63\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9303114445429437, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1644, 1164, 1732, 1855, 1909, 55, 1911, 1208, 1580, 2056, 2048, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9309183132712544\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 63\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9294896685788527, 13), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1732, 1909, 55, 1911, 1208, 512, 1822, 207, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9297583026235777\n", - "Coverage: 0.996875\n", - "Birth Iteration: 63\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9258106032299581, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1732, 1909, 55, 1911, 1208, 207, 1954]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9265786523851041\n", - "Coverage: 0.996875\n", - "Birth Iteration: 64\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223]\n", - "Fitness: 1.0\n", - "Accuracy: 0.7443190004859834\n", - "Coverage: 0.81171875\n", - "Birth Iteration: 64\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9443243731668779, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614, 1455, 2048, 512, 1822, 1911]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9451192857264963\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 65\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Iteration: 67\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 35), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614, 512, 1822, 1911, 2048]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9451192857264963\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 68\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822, 1615, 1980, 1509, 1681]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9466822474412607\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 68\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 27), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9404841273911482\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 68\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1844, 1208, 1118, 2036, 1509, 1937, 2048, 1614, 1388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.944431826784768\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 70\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9459679250950598, 48), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 2056, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9459679250950598\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 70\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9459679250950598, 48), (0.9465747938233706, 49), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1981, 2020, 2048, 2050, 2056, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822, 1804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9466285206323157\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 71\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 31), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 30), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9436369142251495\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 73\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 30), (0.944431826784768, 32), (0.9451192857264963, 34), (0.9451461491309688, 40), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 30), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1971, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1642, 1844, 1208, 1118, 2036, 1614, 512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9451730125354414\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 73\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 74\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.9436369142251495, 30), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.942842001665531, 29), (0.9436369142251495, 30), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1118, 1230, 5, 223, 1964, 1966, 2020, 1844, 1208, 2056, 1624, 512, 1642, 1971]\n", - "Fitness: 1.0\n", - "Accuracy: 0.942842001665531\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 75\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9413059033552391, 28), (0.942842001665531, 29), (0.9436369142251495, 30), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1230, 5, 223, 1964, 1966, 2020, 1624, 2056, 1844, 1208, 1118, 2036, 1614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9444049633802954\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 75\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9265786523851041, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1732, 1909, 55, 1911, 1208, 1388, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9271855211134148\n", - "Coverage: 0.996875\n", - "Birth Iteration: 77\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47]\n", - "Fitness: 1.0\n", - "Accuracy: 0.35560675883256526\n", - "Coverage: 0.371875\n", - "Birth Iteration: 77\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9309183132712544, 14), (0.9333030509501098, 15), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1732, 1909, 55, 1911, 1208, 512, 1388, 1624, 1822, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9335448215903623\n", - "Coverage: 0.996875\n", - "Birth Iteration: 77\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9457530178592797, 47), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1164, 1208, 1732, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 1339, 5, 223, 1209, 1811, 1964, 1981, 2020, 2048, 2056, 1673, 1937, 1839, 1744, 1624, 1954, 1825, 1230, 207, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822, 1804, 2017, 1158]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9457530178592797\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9457530178592797, 47), (0.9466285206323157, 48), (0.9466822474412607, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9457530178592797, 47), (0.9474502965964067, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822, 1615, 1980, 1681, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9474502965964067\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9297583026235777, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9457530178592797, 47), (0.9474502965964067, 48)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9457530178592797, 47), (0.9474502965964067, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1732, 1909, 55, 1911, 1208, 512, 1388, 1822, 207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303651713518886\n", - "Coverage: 0.996875\n", - "Birth Iteration: 79\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9457530178592797, 47), (0.9474502965964067, 48)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9458336080726972, 47), (0.9474502965964067, 48)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1981, 2020, 2048, 2050, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1825, 1230, 1395, 1829, 1455, 1844, 1118, 1160, 1823, 1822, 1615, 1980, 1681, 1572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9458336080726972\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 79\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Iteration: 82\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9458336080726972, 47), (0.9474502965964067, 48)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9474502965964067, 47)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 2050, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1230, 1395, 1829, 1455, 1844, 1118, 1823, 1822, 1615, 1980, 1681, 1572, 2019]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9474502965964067\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9474502965964067, 47)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9474234331919341, 46), (0.9474502965964067, 47)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 1673, 1937, 1839, 1724, 1744, 1624, 1954, 1230, 1395, 1829, 1455, 1844, 1118, 1823, 1822, 1615, 1980, 1572, 2019, 899]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9474234331919341\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 84\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9474234331919341, 46), (0.9474502965964067, 47)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2048, 2050, 2056, 1937, 1839, 1724, 1744, 1624, 1230, 1395, 1829, 1455, 1844, 1118, 1823, 1822, 1615, 1980, 1509, 1681, 809, 1572, 1954, 1364, 2017, 1590]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9474771600008791\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 84\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Iteration: 86\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2020, 2048, 1673, 1937, 1839, 1724, 1744, 1624, 1230, 1395, 1829, 1455, 1844, 1118, 1823, 1822, 1980, 1572, 2019, 899, 716]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9466016572278432\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 87\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9289633900639593, 11), (0.9303651713518886, 12), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 223, 1164, 1732, 1909, 55, 1911, 1208, 1388, 207, 1624]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9303651713518886\n", - "Coverage: 0.996875\n", - "Birth Iteration: 89\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 49)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2048, 2050, 2056, 1937, 1839, 1724, 1744, 1624, 1230, 1395, 1829, 1455, 1844, 1118, 1823, 1822, 1681, 809, 1572, 1954, 1364, 1590, 636, 2019, 1886]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9474771600008791\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 89\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 90\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 49)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 49), (0.9482452091560251, 50)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 2031, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2048, 2050, 1937, 1839, 1724, 1744, 1624, 1954, 1230, 1395, 1829, 1455, 1844, 1118, 1823, 1822, 1980, 1572, 1364, 2056, 809, 1509, 1590, 1615, 2017, 1960]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9482452091560251\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 90\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.9466016572278432, 45), (0.9474234331919341, 46), (0.9474502965964067, 47), (0.9474771600008791, 49), (0.9482452091560251, 50)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.949013258311171, 45)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1208, 1855, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 2036, 1971, 43, 5, 223, 1209, 1811, 1964, 1966, 1981, 2048, 1937, 1839, 1724, 1744, 1624, 1954, 1230, 1395, 1829, 1455, 1844, 1118, 1822, 1615, 1980, 1572, 2019, 1364, 1590, 1886, 1552]\n", - "Fitness: 1.0\n", - "Accuracy: 0.949013258311171\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 91\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451730125354414, 31), (0.949013258311171, 45)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451192857264963, 30), (0.9451730125354414, 31), (0.949013258311171, 45)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1230, 5, 223, 1964, 1966, 1624, 2056, 1844, 1208, 1118, 2036, 1614, 512, 1642, 718]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9451192857264963\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 93\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Iteration: 95\n", - "Iteration: 96\n", - "Iteration: 97\n", - "Iteration: 98\n", - "Iteration: 99\n", - "Front Update\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9451192857264963, 30), (0.9451730125354414, 31), (0.949013258311171, 45)]\n", - "[(0.35560675883256526, 1), (0.7443190004859834, 2), (0.8341441197228674, 3), (0.847754097279714, 4), (0.8850551554536374, 5), (0.9059377892394971, 6), (0.9162716525145368, 7), (0.9257837398254856, 9), (0.9271855211134148, 10), (0.9303651713518886, 11), (0.9335448215903623, 13), (0.9349197394738191, 16), (0.9364827011885836, 17), (0.9380993897122929, 18), (0.938867438867439, 19), (0.9396623514270572, 20), (0.9404841273911482, 26), (0.9444049633802954, 28), (0.9459410616905872, 29), (0.949013258311171, 45)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [47, 1644, 1164, 1732, 1855, 55, 1388, 1580, 2002, 1732, 55, 1580, 1909, 1502, 789, 1230, 5, 223, 1964, 1966, 1624, 2056, 1844, 1208, 1118, 2036, 1614, 512, 1642]\n", - "Fitness: 1.0\n", - "Accuracy: 0.9459410616905872\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 99\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.48456481295807896\n" - ] - } - ], - "source": [ - "heros_null = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = False)\n", - "\n", - "heros_null = heros_null.fit(X_train_1, y_train_1, cat_feat_indexes=cat_feat_indexes, ek=ek)\n", - "\n", - "heros_alt = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = True)\n", - "heros_alt = heros_alt.fit(X_train_1, y_train_1, cat_feat_indexes=cat_feat_indexes, ek=ek)\n", - "\n", - "heros_alt1 = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = None)\n", - "heros_alt1 = heros_alt1.fit(X_train_1, y_train_1, cat_feat_indexes=cat_feat_indexes, ek=ek)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "top_01 = heros_null.export_model_growth()\n", - "top_11 = heros_alt.export_model_growth()\n", - "top_21 = heros_alt1.export_model_growth()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import accuracy_score\n", - "y_predict_01 = heros_null.predict(X_test_1, top_rule_set = True)\n", - "acc_01 = accuracy_score(y_test_1, y_predict_01)\n", - "\n", - "y_predict_11 = heros_alt.predict(X_test_1, top_rule_set = True)\n", - "acc_11 = accuracy_score(y_test_1, y_predict_11)\n", - "\n", - "y_predict_21 = heros_alt1.predict(X_test_1, top_rule_set = True)\n", - "acc_21 = accuracy_score(y_test_1, y_predict_21)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "\n", - "### HEROS Dataset 2" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['N0', 'N1', 'N2', 'N3', 'N4', 'N5', 'N6', 'N7', 'N8', 'N9', 'N10', 'N11', 'N12', 'N13', 'N14', 'N15', 'N16', 'N17', 'N18', 'N19', 'N20', 'N21', 'N22', 'N23', 'N24', 'N25', 'N26', 'N27', 'N28', 'N29', 'N30', 'N31', 'N32', 'N33', 'N34', 'N35', 'N36', 'N37', 'N38', 'N39', 'N40', 'N41', 'N42', 'N43', 'N44', 'N45', 'N46', 'N47', 'N48', 'N49', 'N50', 'N51', 'N52', 'N53', 'N54', 'N55', 'N56', 'N57', 'N58', 'N59', 'N60', 'N61', 'N62', 'N63', 'N64', 'N65', 'N66', 'N67', 'N68', 'N69', 'N70', 'N71', 'N72', 'N73', 'N74', 'N75', 'N76', 'N77', 'N78', 'N79', 'N80', 'N81', 'N82', 'N83', 'N84', 'N85', 'N86', 'N87', 'N88', 'N89', 'N90', 'N91', 'N92', 'N93', 'N94', 'N95', 'N96', 'N97', 'M0P0', 'M0P1', 'Class']\n", - " N0 N1 N2 N3 N4 N5 N6 N7 N8 N9 ... N90 N91 N92 N93 N94 \\\n", - "0 1 0 0 1 0 0 0 1 0 0 ... 1 0 0 0 1 \n", - "1 1 0 0 0 0 1 0 1 0 0 ... 1 0 0 0 1 \n", - "2 0 0 0 1 0 1 0 1 0 0 ... 0 0 0 0 2 \n", - "3 0 1 0 1 0 0 0 0 0 1 ... 1 0 0 0 1 \n", - "4 1 0 1 0 2 0 0 0 0 0 ... 0 0 0 0 0 \n", - "... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... \n", - "1595 0 1 0 0 0 2 0 0 0 1 ... 0 0 1 0 0 \n", - "1596 1 1 0 0 0 2 0 0 0 1 ... 1 0 0 0 1 \n", - "1597 0 0 0 0 0 0 0 0 0 2 ... 0 0 0 0 0 \n", - "1598 1 2 0 0 2 1 0 1 0 0 ... 2 0 0 0 1 \n", - "1599 0 0 0 1 1 1 0 0 0 1 ... 0 0 0 0 1 \n", - "\n", - " N95 N96 N97 M0P0 M0P1 \n", - "0 2 1 0 0 0 \n", - "1 0 0 2 2 0 \n", - "2 1 1 1 0 0 \n", - "3 0 1 1 0 0 \n", - "4 0 2 0 1 1 \n", - "... ... ... ... ... ... \n", - "1595 0 0 1 1 0 \n", - "1596 1 2 0 0 0 \n", - "1597 1 0 0 0 0 \n", - "1598 1 1 1 0 1 \n", - "1599 2 1 0 0 2 \n", - "\n", - "[1600 rows x 100 columns]\n", - "\n" - ] - } - ], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "X = df_2.drop(outcome_label_2, axis=1)\n", - "y = df_2[outcome_label_2]\n", - "\n", - "X_train_2, X_test_2, y_train_2, y_test_2 = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "columns = df_2.columns.values.tolist()\n", - "print(columns)\n", - "feature_names = X_train_2.columns\n", - "cat_feat_indexes = list(range(X_train_2.shape[1])) \n", - "X_train_2 = X_train_2.values\n", - "y_train_2 = y_train_2.values\n", - "X_test_2 = X_test_2.values\n", - "y_test_2 = y_test_2.values\n", - "print(X)\n", - "print(type(X))\n", - "ek = None" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [0, 1, 2], [2, 1, 0], [0, 1, 2], [0, 2, 1], [1, 0, 2], [2, 1, 0], [0, 1, 2], [1, 0, 2], [0, 2, 1], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 0, 1], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 1, 0], [0, 1, 2], [0, 1, 2], [0, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [1, 0, 2], [1, 2, 0], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 2, 0], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2]]\n", - "Average States: 2.98\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.554 1.321 0.0 0.017 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.04 1.038 0.0 0.025 0.012 0.012 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.048 0.007 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.561 2.849 0.0 0.045 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.11 2.307 0.0 0.064 0.029 0.026 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.145 0.018 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.573 4.292 0.001 0.073 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.189 3.464 0.0 0.104 0.047 0.039 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.26 0.029 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.59 5.823 0.001 0.106 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.276 4.684 0.0 0.15 0.066 0.054 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.379 0.041 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.588 7.244 0.001 0.137 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.367 5.792 0.0 0.194 0.086 0.068 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.5 0.053 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.591 8.83 0.001 0.169 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.467 7.039 0.0 0.24 0.107 0.083 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.632 0.065 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.584 10.283 0.001 0.197 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.567 8.167 0.0 0.281 0.126 0.097 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.757 0.077 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.596 11.793 0.001 0.232 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.664 9.34 0.0 0.33 0.147 0.112 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.887 0.09 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.593 13.226 0.002 0.267 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.764 10.427 0.0 0.38 0.169 0.128 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.016 0.104 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.587 14.636 0.002 0.297 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.863 11.511 0.0 0.423 0.189 0.143 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.141 0.116 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 287\n", - "Post-Cleaning Population Size: 287\n", - "Post-Subsumption Compaction Population Size: 271\n", - "1 rules subsumed with a specificity of 3\n", - "3 rules subsumed with a specificity of 4\n", - "5 rules subsumed with a specificity of 5\n", - "7 rules subsumed with a specificity of 6\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.5586806649425244, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2147, 2711, 2612, 2344, 2844, 2801, 2683, 2138, 2298, 2082, 2301, 1870, 2817, 2236, 2202, 2719, 709, 2828, 2551, 2503, 2789, 2743, 2741, 2656, 2449, 770, 1942, 2193, 2025, 2112, 2822, 1279, 2517, 2331, 2768, 2734, 1927, 951, 1512, 2725, 2813, 2809, 2697, 2091, 2739, 2289, 2816, 2644, 2628, 2093, 2706, 2712, 2655, 2334, 957, 2814, 2823, 1966, 2267, 2758, 2713, 2738, 803, 2235, 2834, 2596, 2727, 2428, 2570, 1033, 2410, 2092, 1919, 2749, 2665, 2606, 2788, 1979, 2007, 2536, 2824, 2243, 2222, 2773, 2840, 2790, 1789, 2709, 1689, 2131, 2661, 797, 2825, 2220, 2796, 2651, 2228, 2172, 2329, 923, 762, 2764, 1880, 2720, 2847, 2746, 2385, 2845, 2674, 2775, 2030, 2528, 2565, 1064, 2021, 2735, 2795, 2778, 2698, 2784, 835, 2490, 1905, 2456, 2548, 2540, 2175, 2636, 2647, 2700, 2750, 2574, 2516, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5586806649425244\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 134\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5586806649425244, 134)]\n", - "[(0.5699010205651571, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2628, 2334, 2385, 2131, 2503, 2529, 2577, 2298, 2700, 2797, 2468, 2656, 2574, 2220, 2819, 2817, 2840, 2746, 2157, 2135, 2112, 2129, 1789, 2565, 2683, 2491, 2655, 2275, 2613, 2835, 2714, 2800, 2329, 2224, 2167, 1942, 2796, 2734, 2490, 1870, 2741, 2482, 2829, 2221, 2779, 2155, 2789, 2798, 2809, 2702, 2749, 2365, 1774, 803, 2222, 1919, 2818, 1512, 2814, 2761, 2698, 2762, 2517, 2764, 2012, 1683, 1351, 2384, 2101, 2775, 2732, 839, 2646, 2846, 2561, 2823, 2007, 2787, 2614, 709, 2844, 2837, 2694, 2636, 2286, 2138, 2842, 2572, 2755, 2688, 2520, 2709, 2586, 2539, 2847, 2301, 2508, 2729, 2674, 2536, 2415, 2506, 2175, 2344, 2715, 2092, 2738, 2708, 2848, 2824, 2172, 2838, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5699010205651571\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 113\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5699010205651571, 113)]\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 2456, 2661, 1963, 2506, 2708, 2327, 2794, 2839, 2093, 2825, 2697, 2082, 2784, 2804, 39, 2694, 2729, 2244, 2816, 2829, 2565, 2520, 1952, 2814, 2777, 2202, 2593, 2101, 1942, 2572, 2220, 2236, 2615, 2491, 2516, 2665, 957, 2702, 2738, 2819, 2753, 2157, 2842, 2021, 2529, 2530, 2752, 2175, 2746, 2849, 2243, 2764, 388, 2275, 2490, 2595, 2528, 2459, 2577, 2129, 2570, 2791, 762, 2810, 1870, 2365, 1401, 2727, 2468, 2498, 1905, 2430, 2762, 2803, 2744, 2704, 2597, 2732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5537439038387805\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113)]\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2834, 2224, 2674, 2685, 2787, 2267, 2030, 2807, 2430, 2646, 803, 1512, 2656, 2527, 2213, 2789, 2847, 2794, 2360, 2202, 2289, 2842, 2694, 2459, 2056, 2751, 2508, 2193, 2848, 2707, 2561, 2777, 2752, 1979, 2764, 2221, 2775, 2706, 2804, 1279, 2167, 2704, 2581, 2753, 2761, 2817, 2850, 2574, 1774, 2833, 2713, 2482, 2814, 2628, 2222, 2503, 2747, 2093, 2688, 2012, 2536, 2112, 2697, 2138, 2491, 1811, 1689, 2275, 1401, 2548, 2611, 2698, 39, 2740, 2220, 2828, 2732, 835, 2365, 2362, 2490, 2819, 2843, 2572, 2385, 2773, 2702, 2844, 2810, 2577, 2734, 2743, 2683, 1064, 2665, 2410, 2742, 1822, 2566, 1351, 2746, 2719, 2795, 2778, 388, 2006, 1033, 2750, 2131, 2816, 2614, 2432, 1927, 2021, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5767060093435805\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 115\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2823, 2612, 2836, 2682, 1279, 2829, 2708, 2795, 2614, 2224, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45772188561562377\n", - "Coverage: 0.9234375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [762, 2838, 1512, 2172, 2615, 2807, 2702, 2809, 2735, 2764, 2826, 2825, 2147, 2244, 2327, 2771, 1279, 2222, 2384, 2267, 2597, 839, 2220, 2221, 2636, 2685, 2698, 2739, 2428, 2092, 2755, 957, 1789, 2581, 1919, 2847, 2286, 2708, 2752, 797, 2715, 2743, 2704, 2790, 2655, 2606, 2688, 2665, 2331, 1351, 2570, 770, 2527, 2706, 2742, 2596, 2614, 709, 1064, 2744, 2738, 1683, 1927, 2842, 2529, 2751, 2797, 2129, 2006, 951, 2138, 2822, 2787, 2611, 2833, 1689, 2595, 2586, 2623, 2167, 2761, 1811, 2804, 2776, 2700, 2694, 1966, 2845, 2449, 2651, 2732, 2844, 2520, 2612, 2768, 2740, 2415, 2707, 2025, 2816, 2649, 1952, 2193, 2779, 2849, 2508, 2840, 2789, 2757, 2473, 2800, 2817, 39, 2362, 2468, 2632, 1880, 2007, 2746, 2747, 2012, 2824, 2798, 2275, 2344, 2819, 2435, 2289, 2365, 2837, 2213, 2566, 2516]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5798429223476662\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 133\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2715, 2593, 2822, 2490, 2301, 2750, 2752, 2267, 797, 727, 2497, 2520, 2762, 2838, 2813, 1789, 951, 2798, 1880, 39, 2539, 1689, 835, 2012, 2689, 1351, 2240, 2683, 2850, 2698]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5277279176709917\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2635, 2784, 1064, 2848, 2776, 2529, 1351, 1279, 2021, 2743, 2809, 2777, 2516, 2595, 2639, 2694, 2331, 2193, 2839, 2683, 2771, 2385, 2473, 803, 2012, 1919, 2749, 2527, 2459, 2498, 2762, 1822, 2647, 2787, 2817, 2719, 1966, 2508, 2833, 2428]\n", - "Fitness: 1.0\n", - "Accuracy: 0.54556521824074\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2222, 2593, 2737, 2138, 303, 2822, 2540, 2824, 2572, 2735, 2779, 388, 2213, 2301, 2732, 2843, 2825, 2435, 2570, 2623, 2777, 2092, 2365, 2801, 2586, 2244, 2768, 2775, 2289, 1064, 2841, 2729, 2800, 2635, 2482, 2833, 2566, 2202, 2459, 2526, 2112, 2789, 2794, 1927, 2771, 2529, 2599, 2012, 2631, 2611, 2498, 2704, 2597, 2561, 2548, 1774, 839, 2530, 2688, 2649, 2842, 2819, 2344, 1033, 1683, 631, 2167, 2528, 2755, 2362, 2243, 2224, 2298, 727, 2101, 2490, 2128, 2131, 2007, 2430, 2661, 2764, 2651, 2747, 2813, 2006, 2702, 762, 2837, 2719, 1279, 2750, 2329, 2694, 2709, 2236, 2647, 957, 2091, 1207, 2334, 1952, 2803, 2715, 2743, 39, 2606, 2432, 2741, 2360, 2798, 2144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5580628066396567\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2236, 1870, 2758, 2762, 2385, 2091, 2719, 2752, 2331, 2289, 2228, 1683, 2713, 2202, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48661714031733005\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2586, 951, 2490, 2385, 1919, 2091, 1279, 2713, 2841, 2732, 2193, 2360, 2632, 1207, 2833, 2570, 2468, 803, 2497, 2228, 1880, 2706, 2155, 2708, 2157, 2025, 2752, 2768, 2735, 2711, 2704, 2746, 2665, 2740, 2415, 2491, 2822, 2498, 1740, 2410, 2529, 2847, 770, 2829, 2430, 631, 2698, 2778, 2729, 2636, 2779, 2801, 39, 2773, 1952, 2796, 303, 2761, 2012, 2777, 2516, 2021, 1512, 2714, 1811, 1064, 2614, 2595, 2138, 2682, 2006]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5545449217175973\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2526, 2848, 2172, 2520, 1979, 2561, 2689, 2813, 2709, 1683, 2828, 2719, 2135, 2787, 1064, 2574, 951, 2606, 2428, 2698, 2749, 2829, 2817, 2845, 2847, 835, 2530, 2773, 1811, 2517, 2798, 2611, 2286, 2091, 2778, 2816, 2838, 2329, 2734, 2646, 1279, 2623, 2615, 2826, 2021, 2683, 797, 2430, 2649, 2725, 2665, 2101]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5466397544196405\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2516, 2784, 1774, 2092, 2331, 2819, 2082, 2712, 2711, 2482, 2628, 1064, 2824, 2825, 2329, 2267, 2661, 2818, 2839, 2735, 2844, 2803, 631, 2685, 2135, 709, 2800, 2112, 2843, 2243, 2144, 2727, 2838, 2224, 1905, 951, 1870, 2732, 1927, 2508, 2540, 2647, 2572, 2530, 2810, 2845, 2833, 388, 2275, 2801, 2848, 2517, 2778, 2586, 2794, 770, 2846, 1401, 2021, 2012, 2529, 2415, 2632, 2840, 1683, 2822, 2596, 2849, 2025, 2155, 2635, 2581, 2551, 2491, 2432, 2334, 2490, 2779, 2593, 2847, 2506, 2157, 1279, 2704, 2644, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5672159011817456\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2539, 2761, 2193, 2614, 2508, 2839, 2777, 2846, 2131, 388, 2829, 2082, 2649, 2704, 839, 2810, 2843, 2112, 2331, 2092, 2506, 2202, 2725, 2817, 2775, 1966, 2006, 762, 2844, 2798, 2818, 2743]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5383084358416427\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2596, 2698, 388, 2530, 1942, 2729, 2713, 2791, 2787, 2298, 2275, 2536, 2365, 2758, 2362, 1064, 2428, 2144, 2566, 2606, 2709, 2833, 2415, 839, 2430, 2656, 2623, 2762, 2639, 797, 2750, 2614, 2778, 2508, 2697, 2803, 2468, 2221, 2829, 2131, 2810, 2826, 2561, 2082, 2112, 2289, 2432, 2651, 2331, 1774, 2129, 2528, 2817, 762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588906879229459\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2144, 2719, 2275, 2850, 2775, 2468, 2540, 1064, 2129, 2837, 2744, 2712, 2655, 2788, 2682, 2056, 2845, 2529, 2527, 2784, 2735, 2091, 2835, 2611, 2819, 2286, 2787, 2498, 2656, 2612, 2202, 2790, 2741, 2595, 2240, 2823, 2727, 2415, 2694, 2221, 839, 2674, 2742, 2213, 1401, 2536, 1740, 2093, 2082, 2369, 2706, 2842, 2795, 2632, 2683, 2432, 2092, 2586, 2844, 2112, 951, 2828, 2797, 2572, 2334, 2749, 1952, 2700, 1789, 2647, 303, 2843, 2778, 2550, 2755, 2635, 2776, 1811, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5652658622298091\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1979, 2842, 2776, 951, 2530, 2848, 1351, 2758, 2267, 2702, 2415, 2840, 2740, 1789, 2849, 2561, 2735, 2141, 2729, 2647, 2683, 2599, 2844, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5116049907321254\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2529, 2599, 2091, 2012, 2298, 2540, 2112, 2790, 2753, 1919, 2530, 2788, 2784, 2734, 2615, 2848, 2157, 2286, 2803, 2839, 839, 2056, 2539, 2365, 709, 2804, 2432, 2131, 797, 2773, 2801, 2586, 2360, 1942, 2138, 2647, 2819, 2344, 2007, 631, 2674, 2228, 2644, 2704, 2572, 2473, 2613, 1979, 1740, 2807, 2606, 1963, 2779, 2527, 2740, 2222, 2741, 2837, 2240, 2267, 2482, 2665, 2836, 2384, 2685, 2449, 2135, 2752, 2646, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631228951912064\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2715, 2529, 2644, 2415, 2847, 2764, 2286, 2753, 2144, 2818, 2565, 2835, 1789, 2778, 2775, 388, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5051052679136171\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2360, 2661, 2135, 1512, 2755, 2365, 2167, 2517, 2459, 2651, 2784, 2631, 2689, 2841, 2561, 2776, 1919, 2599, 2822, 2842, 2529, 2816, 2286, 2757, 1774, 2228, 2497, 2644, 2790, 1207, 2706, 2275, 2814, 2628, 2007, 2803, 770, 1966, 2435, 2490, 2729, 1683, 2819, 2714, 2528, 1033, 2093, 2742, 1811, 2327, 2056, 2826, 2779, 2138, 2506, 2456, 2709, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5660290271295964\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2800, 1919, 2628, 2794, 2613, 2835, 2021, 2468, 2839, 803, 1064, 2702, 2758, 2459, 2727, 2581, 2615, 2706, 2586, 2540, 2735, 2135, 2649, 2788, 2844, 2228, 2647, 2503, 2826, 2655, 2776, 2129, 2101, 2712, 1979, 2784, 1401, 2561, 2202, 2508, 2747, 2840, 2551, 2056, 2698, 2112, 2819, 303, 39, 2739, 2138, 1870, 2713, 2790, 2661, 2528, 2030, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5614952170929401\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2202, 2757, 2135, 2331, 2850, 2822, 2520, 2228, 2775, 2432, 2849, 2527, 2360, 2796, 2635, 2334, 2762, 2301, 2456, 2743, 2683, 2536, 2711, 2550, 2577, 1789, 2655, 2172, 2714, 2712, 2236, 2131, 2365, 2732, 762, 2737, 2834, 2708, 2539, 2788, 2700, 2540, 2807, 2773, 2707, 2647, 2646, 2112, 2021, 2129, 1927, 2639, 2789, 2056, 2674, 2240, 2816, 2459, 2596, 2612, 2599, 2764, 2275, 2694, 2574, 1822, 2778, 2777, 2092, 2715, 2840, 2329]\n", - "Fitness: 1.0\n", - "Accuracy: 0.568434522893726\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2697, 2837, 2810, 2818, 1880, 2709, 2743, 797, 2644, 2761, 2289, 839, 2825, 2385, 2101, 762, 2599, 1905, 2674, 2228, 2742, 2329, 2520, 2714, 2365, 2665, 2298, 2819, 2157, 2236, 2131, 2147, 1064, 2550, 1979, 2835, 2539, 1870, 2849, 2794, 39, 2144, 2768, 2694, 2639, 2798, 2240, 2778, 803, 2360, 2528, 2572, 2838, 2628, 923, 2846, 2586, 2468, 388, 2737, 709, 2193, 2779, 2800, 2597, 2235, 2384, 2129, 2128, 2430, 2755, 2655, 2750, 2850, 2836, 727, 2777, 2611, 2112, 2719, 2632, 2508, 2646, 2220, 2593, 1789, 2091, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707496599337207\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2809, 1064, 2656, 2030, 2497, 1689, 2787, 2344, 835, 2482, 2056, 2700, 2632, 2202, 2776, 2810, 727, 762, 388, 2222, 2581, 2823, 2752, 2093, 303, 2595, 2289, 2818, 2732, 2791, 2689, 2751, 2459, 2539, 2614, 2798, 2612, 2757, 2829, 1880, 2727, 1033, 2848, 2331, 2193, 2647, 2682, 2428, 2147, 2551, 2720, 1811, 2498, 1279, 2155, 2636, 2536, 2725, 2762, 2746, 2615, 2779, 2385, 2550, 2702, 2329, 2734, 2839, 2491, 2813, 2773, 2740, 2807, 2131, 2577, 2801, 1952, 2665, 2613, 2175, 2849, 2707, 923, 2593, 2694, 1401, 2528, 2778, 2639, 2082, 2275, 2795, 1740, 2838, 2586, 2739, 2706, 2631, 631, 2012, 2729, 2430, 2167, 2708, 1512, 2661, 2635, 2712, 2091, 1927, 2688, 2800, 2737, 2570, 2814, 2334, 2743, 2548, 2527, 2715, 2846, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5786340691464031\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 122\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2816, 1351, 2384, 2243, 2362, 2720, 1942, 1905, 2497]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44818781915556105\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2631, 2220, 2508, 2410, 631, 2797, 2172, 2007, 2833, 2787, 2384, 2498, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48058630601325103\n", - "Coverage: 0.94140625\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2574, 951, 2561, 2809, 2456, 2244, 2797, 835, 2651, 2344, 2449, 2172, 2787, 2697, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5076243226148349\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2612, 2298, 2838, 2193, 2810, 2503, 1207, 1401, 2157, 2012, 2848, 2329, 2224, 2577, 2025, 2581, 2235, 2369, 709, 2093, 2490]\n", - "Fitness: 1.0\n", - "Accuracy: 0.523941398704207\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2674, 2847, 2702, 2719, 2651, 2222, 2240, 2141, 2685, 1942, 2611, 2816, 2175, 2700, 1811, 2435, 2570, 1966, 2848, 2548, 2835, 2739, 2449, 2755, 2516, 2157, 2172, 2527, 2482, 1740, 2683, 2565, 2794, 2697, 2021, 2809, 835, 2796, 2503, 2747, 2753, 2221, 2025, 2551, 2193, 2572, 2836, 2213, 2007, 2644, 2841, 2734, 2456, 2528, 1979, 803, 2101, 2202, 2082, 2824, 2410, 2220, 2517, 2593, 2415, 2473, 2804, 2595, 2529, 2803, 1789, 2147, 2784, 2798, 2430, 727, 2613, 2800, 2334, 2006, 2810, 2738, 1919, 2056, 1207, 1512, 2834, 2822, 1774, 2761, 2235, 2656, 1927, 2817, 2635, 1963, 2577, 2167, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5726777197365432\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 99\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [797, 2456, 803, 1927, 2301, 2656, 2615, 2369, 2771, 2791, 2155, 2449, 2715, 2800, 709, 2213, 39, 2784, 2224, 1033, 1689, 2639, 2825, 2761, 2056, 2720, 2646, 2846, 2798, 2612, 2410, 2778, 2682, 2789, 2561, 2577, 2006, 2526, 2833, 1512, 2845, 951, 2517, 2740, 2725, 2764, 1919, 2138, 1822, 1942, 2758, 2595, 1401, 2093, 2829, 923, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605012711274571\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.4635829920459901, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2752, 631, 2823, 2761, 2790, 2713, 2834, 2833, 2646, 2848, 2758]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4635829920459901\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.4635829920459901, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 709, 2623, 2491, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4719582689222158\n", - "Coverage: 0.93671875\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2596, 631, 2682, 2614, 1689, 2202, 2762, 39, 2697, 2220, 2803, 762, 2835, 2773, 2141, 1351, 2012, 2850, 388, 2175, 2789, 2138, 1064, 2810, 2761, 1207, 2006, 2741, 2267, 1279, 727, 2101, 2727, 2301, 2030, 2746, 797, 2275, 2768, 2092, 2530, 2742, 2631, 2707, 2243, 2112, 2849, 770, 2819, 1880, 2491, 2298, 2490, 2236, 2843, 2777, 2593, 2240, 2221, 2550, 1811, 2848, 2683, 2844, 2665, 2842, 2536, 2222, 1774, 2814, 2655, 2432, 957, 2503, 1942, 2674, 2826, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5703039716322449\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2623, 2632, 923, 2141, 2468, 2704, 2708, 2790, 1683, 2614, 2548, 839, 2329, 2791, 2788, 2757, 2649, 631, 2586, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 2773, 2286, 2334, 1207, 2508, 2844, 2430, 2093, 2240, 2566, 2595, 2021, 2615, 2819, 2720, 2449, 2826, 2779, 2030, 2482, 2661]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5539331687339277\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2709, 2674, 2360, 2506, 803, 2822, 2747, 797, 2529, 2845, 2743, 2135, 2655, 2597, 2734, 2751, 2735, 2850, 2777, 2647, 923, 2784, 2719, 2800, 2365, 2167, 2771, 2804, 1870, 1880, 2846, 2828, 2220, 2732, 2030, 2415, 2796, 2739, 2789, 2656, 2606, 2682, 2713, 2129, 1351, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5526229672339729\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2236, 2797, 2776, 2490, 2747, 2685, 2829, 2202, 2536, 2732, 2030, 2753, 2362, 2789, 2410, 1683, 2837, 2848, 2741, 2835, 2526, 2822, 2836, 2334, 2636, 2329, 2804, 303, 839, 2517, 2800, 2807, 2614, 2632, 2674, 2093, 2298, 1811, 2581, 2779, 2809, 2834, 2682, 2593, 2702, 2824, 2101, 2795, 2714, 2791, 2842, 1740, 762, 2796, 2235, 2839, 2006, 2752, 2778, 2267, 2755, 2540, 2213, 2369, 2849, 2810, 631, 2157, 1033, 2818, 2572, 2847, 1689, 2708, 1064, 1401, 2661, 2644, 2138, 2751, 2656, 2647, 2757, 2739, 1966, 2228, 2814, 2220, 2508, 2172, 2826, 2135, 2301, 2801, 2520, 2012, 2491, 2737, 2129, 2289, 2813, 2530, 1979, 2141, 2597, 2688, 709, 2735, 2700, 2586, 2082, 951, 2823, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5732308616559091\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 114\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2823, 2729, 2572, 2614, 2508, 2093, 2689, 1963, 2536, 2528, 2842, 2144, 2788, 2833, 839, 2606, 2655, 2850, 2757, 2530, 1064, 2771, 303, 2548, 2007, 2172, 2647, 2839, 2814, 2749, 2828, 2743, 2101, 2706, 2577, 2141, 2750, 2243, 2826, 1279, 2369, 2755, 2240, 2301, 2834, 2025, 2435, 2646, 2707, 2632, 2636, 2789, 1811, 2779, 2236, 2597, 2091, 2410, 2787, 2740, 2656, 2286, 2727, 2836, 2327, 1033, 2819, 2365, 2167, 2790, 2298, 2778, 2574, 2803, 1952, 2526, 1942, 727, 2822, 2737, 2777, 2791, 2700, 1919, 2746, 2613, 2615, 2817, 2712, 951, 2818, 2157, 2221, 2482, 2030, 1207, 2720, 2628, 2651, 2222, 2498, 2804, 2213, 2751, 2128, 2581, 2449, 957, 1740, 2193, 2112, 2275, 2824, 2747, 1512, 1905, 2709, 2459, 2798, 2829, 2797, 2529, 2360, 2639, 2807, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5827002117324698\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 126\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2837, 1064, 2778, 2829, 2222, 2810, 2826, 2750, 2707, 923, 2784, 2796, 2839, 2213, 2498, 2816, 2482, 2775, 2030, 2329, 2842, 2128, 2144, 2817, 2530, 2704, 2240, 2809, 1207, 2757, 2715, 2738, 2803, 2649, 2360, 2779, 2548, 2135, 2517, 2459, 2798, 2631, 2112, 2651, 1966, 1927, 2228, 1351, 2007, 2243, 2599, 2807, 2741, 2734, 2749, 2362, 2777, 2267]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5646162562671102\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2843, 2362, 2410, 2715, 2635, 2539, 1952, 2798, 2202, 2747, 2459, 727, 2688, 2709, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5137955792604749\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2497, 2841, 2744, 923, 2747, 2331, 2737, 2819, 1942, 2289, 1033, 1811, 2814, 2824, 2817, 2631, 2807, 2734, 2365, 2141, 2833, 2773, 1512, 2410, 2844, 2526, 2707, 2768, 1822, 2329, 1870, 2749, 2275, 2595, 2706, 2845]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5443942180185064\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2807, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 2768, 1740, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833449334398101\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2807, 2713, 2779, 2490, 2841, 709, 2709, 2007, 2796, 2577, 2526, 2725, 2826, 2822, 2093, 2778, 2689, 2738, 2157, 1683, 2809, 2749, 2639, 2482, 1740, 1952, 2839, 2243, 2329, 1351, 2056, 2706, 2503, 2707, 2128, 2764, 2751, 2797, 2135, 2572, 2147, 1880, 2818, 2635, 2599, 923, 1064, 1207, 1927, 2030, 2112, 2228, 2267, 2362, 2459, 2498, 2517, 2530, 2649, 2651, 2715, 2734, 2750, 2757, 2829, 2837, 2842, 2771, 2551]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814596108713757\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2222, 2810, 2826, 2707, 2784, 2796, 2839, 2213, 2816, 2482, 2775, 2329, 2128, 2144, 2817, 2704, 2240, 2809, 2738, 2803, 2360, 2779, 2548, 2135, 2798, 2631, 1966, 1351, 2007, 2243, 2599, 2807, 2741, 2749, 2777, 631, 727, 835, 1033, 1870, 2131, 2286, 2289, 2334, 2527, 2550, 2623, 2647, 2682, 2697, 2711, 2714, 2732, 2740, 2753, 2755, 2768, 2789, 2790, 2846, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5746814854974248\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2841, 2635, 2623, 2520, 388, 762, 797, 839, 2082, 2112, 2129, 2144, 2221, 2275, 2289, 2430, 2508, 2528, 2606, 2614, 2639, 2656, 2698, 2709, 2750, 2762, 2791, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5366978526371315\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2360, 2661, 2135, 1512, 2755, 2365, 2167, 2517, 2459, 2784, 2631, 2689, 2841, 2776, 2599, 2842, 2497, 2644, 2706, 2275, 2814, 2628, 2803, 770, 2819, 2528, 1033, 2742, 1811, 2456, 2141, 2289, 2410, 2595, 2734, 2737, 2747, 2749, 2768, 2773, 2807, 2817, 2824, 2833, 2844, 2435]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556731847054428\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2497, 2841, 2744, 923, 2331, 2819, 1942, 1033, 1811, 2814, 2365, 1512, 2526, 2707, 1822, 2329, 1870, 2275, 2706, 2845, 1207, 1683, 1774, 1919, 1966, 2007, 2012, 2056, 2093, 2138, 2228, 2286, 2327, 2435, 2490, 2506, 2529, 2561, 2651, 2709, 2729, 2757, 2779, 2790, 2816, 2818, 2822, 2826, 388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605830824047142\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2193, 2614, 2508, 2839, 2777, 2131, 388, 2082, 2112, 2331, 2092, 2202, 2725, 2817, 1966, 2006, 2818, 2743, 1064, 1279, 2012, 2213, 2385, 2459, 2473, 2498, 2529, 2595, 2639, 2719, 2776, 2784, 2787, 2833, 2848, 2700, 2697, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5523811965937203\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2709, 803, 797, 2845, 2597, 2751, 2850, 2784, 2719, 2167, 2771, 1870, 1880, 2220, 2732, 2415, 2739, 2606, 2129, 631, 2007, 2172, 2787, 2807, 2775, 2574]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5247314270084669\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2490, 727, 2520, 2762, 2838, 1789, 2539, 2012, 2689, 2240, 923, 1207, 2021, 2030, 2141, 2144, 2193, 2329, 2449, 2548, 2577, 2614, 2615, 2649, 2651, 2700, 2704, 2720, 2757, 2779, 2790, 2819, 2826, 2833, 2530, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5478425023017054\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2829, 2222, 2810, 2826, 923, 2784, 2839, 2816, 2482, 2775, 2030, 2329, 2842, 2144, 2704, 2240, 1207, 2757, 2715, 2738, 2803, 2649, 2779, 2548, 2135, 2798, 2112, 2651, 1966, 2243, 2599, 2807, 2741, 2734, 2749, 2362, 2777, 631, 839, 1683, 2141, 2157, 2334, 2430, 2490, 2566, 2614, 2615, 2632, 2661, 2700, 2720, 2773, 2791, 2129, 2813, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5659215735117064\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2623, 1683, 2548, 839, 2791, 2757, 2649, 2586, 2157, 2193, 2651, 2334, 1207, 2508, 2844, 2430, 2093, 2566, 2021, 2615, 2826, 2030, 2482, 2661, 2410, 2491, 2635, 2473]\n", - "Fitness: 1.0\n", - "Accuracy: 0.539006884357928\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5346025070882756, 27), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2138, 709, 2623, 2520, 923, 2141, 2144, 2240, 2286, 2449, 2490, 2577, 2595, 2614, 2632, 2700, 2704, 2708, 2720, 2773, 2779, 2788, 2819, 2838, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5346025070882756\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5346025070882756, 27), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2539, 2761, 2193, 2508, 2777, 2131, 2082, 2704, 2843, 2112, 2331, 2506, 2202, 2817, 2775, 1966, 2844, 2798, 2818, 2743, 2635, 2688, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5412792841635347\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2635, 2784, 1064, 2848, 2776, 2529, 1351, 1279, 2021, 2743, 2809, 2777, 2516, 2595, 2639, 2694, 2331, 2193, 2839, 2771, 2385, 2473, 803, 2012, 1919, 2749, 2527, 2459, 2498, 2762, 1822, 2647, 2787, 2817, 2719, 1966, 2508, 2833, 2428, 2838, 2506, 2240]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5551847591695789\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2829, 2222, 2826, 2750, 2839, 2498, 2482, 2842, 2144, 2530, 2240, 1207, 2715, 2803, 2548, 2135, 2459, 2798, 2112, 1966, 1351, 2007, 2807, 2734, 2777, 2267, 39, 797, 1880, 2497, 2539, 2593, 2683, 2689, 2762, 2813, 2822, 2838, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5551578957651064\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1740, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714, 2683, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5840323923815385\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2497, 2841, 923, 2331, 2737, 2819, 2289, 1033, 1811, 2814, 2817, 2631, 2807, 2734, 2365, 2833, 2773, 1512, 2410, 2844, 2707, 2768, 1822, 2329, 2749, 2275, 2706, 2845, 770, 1207, 1683, 1919, 1966, 2012, 2093, 2167, 2228, 2286, 2327, 2360, 2459, 2490, 2517, 2528, 2529, 2628, 2661, 2709, 2729, 2779, 2790, 2803, 2818, 2822, 2842, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5608724745347137\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2135, 1512, 2755, 2365, 2651, 2631, 2689, 2841, 2561, 2776, 2599, 2816, 2757, 1774, 2497, 2644, 2706, 2275, 2007, 2435, 2819, 2714, 1033, 1811, 2056, 2826, 2138, 2506, 2456, 1942, 2141, 2526, 2595, 2744, 2747, 2824, 2796, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5561249783261168\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2715, 2301, 2752, 727, 2497, 2520, 2762, 2838, 1789, 1880, 2539, 835, 2240, 923, 1811, 1822, 1870, 2275, 2289, 2329, 2365, 2410, 2526, 2706, 2707, 2734, 2737, 2747, 2773, 2814, 2817, 2819, 2824, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5427824137501557\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2517, 2651, 2689, 2561, 2776, 2599, 2529, 2286, 1774, 2497, 2275, 2814, 2628, 2007, 2803, 770, 2435, 2490, 2729, 1683, 2819, 2714, 2528, 2093, 1811, 2826, 2779, 2138, 2506, 2456, 2709, 388, 1942, 2129, 2131, 2144, 2221, 2331, 2362, 2430, 2468, 2566, 2606, 2614, 2623, 2656, 2697, 2698, 2713, 2750, 2791, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5669582567115774\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2829, 2222, 2810, 2826, 2707, 923, 2784, 2796, 2839, 2498, 2775, 2030, 2329, 2842, 2817, 2530, 2704, 1207, 2757, 2715, 2738, 2803, 2360, 2779, 2135, 2459, 2112, 2228, 1351, 2243, 2599, 2807, 2741, 2734, 2749, 2777, 2267, 631, 1880, 2365, 2415, 2506, 2647, 2655, 2674, 2804, 2845, 2846, 2850, 2536, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5616673870943321\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631717377447928\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1064, 2776, 2529, 1351, 1279, 2021, 2743, 2777, 2516, 2694, 2193, 2839, 2683, 2473, 2012, 2527, 2498, 2762, 2817, 2719, 1966, 2428, 39, 835, 1789, 2240, 2267, 2497, 2520, 2698, 2752, 2850, 2646]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5498352784880299\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2777, 2846, 388, 2704, 2112, 2331, 2506, 2202, 2817, 2775, 762, 2844, 2798, 2818, 2743, 797, 803, 923, 1880, 2030, 2220, 2647, 2655, 2656, 2674, 2719, 2732, 2739, 2747, 2751, 2804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5522151319115266\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2410, 2797, 2172, 2384, 2807, 762, 1789, 1927, 2056, 2092, 2112, 2202, 2275, 2301, 2360, 2459, 2520, 2527, 2536, 2539, 2574, 2596, 2599, 2612, 2635, 2639, 2647, 2683, 2694, 2707, 2708, 2714, 2732, 2757, 2764, 2773, 2777, 2778, 2788, 2796, 2822, 2840, 2849, 2850, 2847, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5565914247128668\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2784, 1064, 2848, 2776, 2529, 1351, 2743, 2809, 2694, 2193, 2839, 2012, 2527, 2762, 2647, 2787, 2719, 709, 2157, 2224, 2298, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5285496936350826\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.56138776347505, 45), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 709, 2623, 2520, 835, 1351, 1870, 1880, 1952, 2007, 2131, 2135, 2147, 2157, 2243, 2286, 2482, 2503, 2526, 2572, 2577, 2599, 2639, 2647, 2689, 2697, 2714, 2732, 2740, 2742, 2749, 2755, 2768, 2789, 2807, 2809, 2826, 2839, 2846, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56138776347505\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.56138776347505, 45), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2713, 2779, 2682, 2490, 2289, 2841, 709, 2709, 2623, 2334, 2711, 2796, 2550, 2725, 2822, 2093, 1033, 2778, 2848, 2738, 1683, 631, 727, 2790, 1740, 2753, 2329, 2056, 2706, 2707, 2527, 2128, 2764, 2751, 2797, 2818, 2635, 2491, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5628921141255108\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2612, 2193, 1207, 1401, 2329, 2224, 2581, 709, 1033, 1822, 1870, 2275, 2410, 2497, 2706, 2707, 2747, 2817, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5150752541644382\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2508, 2777, 2846, 2112, 2506, 2202, 2775, 762, 2798, 803, 1880, 2674, 2719, 2732, 2747, 2751, 2804, 2362, 2459, 2651, 2843, 2789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.531171317698832\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2539, 2508, 2777, 2131, 2704, 2331, 2817, 2775, 1966, 2798, 2743, 2747, 631, 727, 835, 2144, 2213, 2222, 2482, 2550, 2599, 2631, 2647, 2697, 2740, 2755, 2768, 2779, 2784, 2839, 2846]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5472197597434789\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 2635, 2539, 1952, 2202, 2747, 2459, 727, 2688, 2709, 1064, 1351, 2298, 2577, 2647, 2784, 2787, 2809, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.523941398704207\n", - "Coverage: 0.996875\n", - "Birth Iteration: 1\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2776, 2529, 2743, 2694, 2193, 2012, 2527, 2762, 2719, 709, 2224, 2362, 2651, 2715, 2798, 2843, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5169263869453623\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 1\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2713, 2779, 2682, 2490, 2289, 2841, 709, 2709, 2623, 2334, 2711, 2796, 2550, 2725, 2822, 2093, 1033, 2778, 2848, 2738, 1683, 631, 727, 2790, 1740, 2753, 2329, 2056, 2706, 2707, 2527, 2128, 2764, 2751, 2797, 2818, 2635, 2491, 2581, 835, 1351, 1966, 2131, 2135, 2147, 2157, 2243, 2286, 2572, 2647, 2689, 2714, 2789, 2839, 2846, 2661, 2700, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5769966225374195\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2517, 2651, 2689, 2561, 2776, 2599, 2529, 2286, 1774, 2497, 2275, 2814, 2628, 2007, 2803, 770, 2435, 2490, 2729, 1683, 2819, 2714, 2528, 2093, 1811, 2826, 2779, 2138, 2506, 2456, 2709, 388, 1942, 2129, 2131, 2144, 2221, 2331, 2362, 2430, 2468, 2566, 2606, 2614, 2623, 2656, 2697, 2698, 2713, 2750, 2410, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5702722239724137\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2848, 2776, 1351, 2743, 2809, 2694, 2527, 2762, 2787, 2719, 709, 2224, 2577, 631, 727, 1033, 1740, 2056, 2289, 2329, 2334, 2528, 2550, 2635, 2682, 2751, 2764, 2778, 2779, 2790, 2796, 2818, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5501625235970586\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2092, 2613, 2713, 2490, 709, 2709, 2623, 2711, 2725, 2822, 2093, 2848, 2738, 1683, 2753, 2706, 2707, 2527, 2797, 2491, 2581, 1064, 2012, 2157, 2298, 2529, 2647, 2784, 2839, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5442171637617558\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 2520, 1952, 2202, 2539, 2651, 2709, 2715, 2747, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5142034145829213\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 1683, 2548, 839, 2329, 631, 2490, 2700, 2157, 2193, 2577, 2651, 1207, 2826, 2779, 2030, 2482, 1064, 2112, 2128, 2135, 2228, 2362, 2517, 2530, 2707, 2715, 2749, 2817, 2837, 2202, 2410, 2459, 2539, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5564632130097026\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 1966, 2082, 2112, 2131, 2193, 2527, 2539, 2635, 2747, 2798, 2817, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5253920225457227\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 1\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2807, 2713, 2779, 2490, 2841, 709, 2709, 2007, 2796, 2577, 2526, 2725, 2826, 2822, 2093, 2778, 2689, 2738, 2157, 1683, 2809, 2749, 2639, 2482, 1740, 1952, 2839, 2243, 2329, 1351, 2056, 2706, 2503, 2707, 2128, 2764, 2751, 2797, 2135, 2147, 1880, 2818, 2635, 2599, 923, 1064, 1207, 1927, 2030, 2112, 2228, 2267, 2362, 2459, 2498, 2517, 2530, 2649, 2651, 2715, 2734, 2750, 2757, 2829, 2837, 2842, 2773, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5771895506240857\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2704, 2708, 1683, 2329, 2757, 2649, 2490, 2700, 2157, 2577, 2651, 1207, 2240, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2228, 2243, 2362, 2517, 2707, 2715, 2738, 2749, 2803, 2807, 2809, 2817, 2829, 2837, 2842, 709, 1740, 1880, 2007, 2092, 2459, 2498, 2503, 2528, 2689, 2706, 2709, 2725, 2742, 2764, 2797, 2818, 2734, 2762, 2236, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730379335692428\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 709, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2647, 2778, 1880, 2526, 2527, 2528, 2147, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5898922777480652\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 114\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5649227432908648\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1740, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 2527, 2128, 2764, 2751, 2797, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714, 2683, 2236, 2520, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5834255236532276\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2243, 2329, 2530, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2837, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5486532886912394\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714, 2683, 2236, 2235]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5870239987887047\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2848, 2776, 2529, 2012, 2647, 2787, 2719, 2157, 2298, 2577, 1942, 2138, 2141, 2275, 2497, 2506, 2644, 2651, 2755, 2757, 2816, 2824, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5437653701410817\n", - "Coverage: 0.996875\n", - "Birth Iteration: 1\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1064, 2529, 1279, 2516, 2839, 2683, 2527, 2762, 2817, 2719, 1966, 39, 1789, 2240, 2267, 2497, 631, 2172, 2410, 2797, 2807, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5310199057827141\n", - "Coverage: 0.98125\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2689, 2529, 2286, 2497, 2814, 2628, 2435, 2490, 2729, 2819, 2714, 2528, 2093, 1811, 2779, 2506, 388, 1942, 2129, 2131, 2331, 2430, 2468, 2656, 2698, 2713, 1966, 2082, 2112, 2193, 2508, 2527, 2688, 2704, 2761, 2775, 2777, 2798, 2843, 2844, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5633329181716279\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 1683, 2548, 839, 2329, 2757, 2649, 631, 2157, 2193, 2651, 1207, 2021, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2816, 2817, 2829, 2837, 2842, 1351, 1740, 1880, 1952, 2007, 2092, 2147, 2459, 2498, 2503, 2551, 2613, 2706, 2725, 2734, 2750, 2751, 2764, 2818, 2822, 2839, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5788868293612126\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2843, 2362, 2410, 2715, 2635, 2539, 1952, 2798, 2202, 2747, 2459, 727, 2688, 2709, 2651, 2112, 2817, 2818, 2082, 2761, 2506, 2775, 2508, 1966, 2704, 2193, 2131, 2743, 2777, 2331, 2844, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5499158687014475\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2713, 2779, 2682, 2490, 2289, 2841, 709, 2623, 2334, 2711, 2796, 2550, 2725, 2822, 2093, 1033, 2778, 2848, 2738, 1683, 631, 727, 2790, 1740, 2753, 2329, 2056, 2706, 2707, 2527, 2128, 2764, 2751, 2797, 2818, 2635, 2491, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5630423049777888\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5671670586281592, 51), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2135, 2167, 2517, 2651, 2776, 2599, 2497, 2628, 2803, 770, 1683, 2819, 2528, 2093, 1811, 2779, 2138, 2456, 388, 2131, 2221, 2331, 2430, 2468, 2566, 2623, 2698, 2410, 2327, 709, 1033, 1351, 1740, 2056, 2289, 2329, 2334, 2577, 2682, 2694, 2751, 2764, 2787, 2790, 2809, 2841, 2360, 2267, 2740, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5671670586281592\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5671670586281592, 51), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2243, 2329, 2530, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2837, 2301, 2824, 2826, 1942, 2719, 2848, 2497, 2755, 2757, 2506, 2644, 2647, 2776, 2138, 2012, 2141, 2529, 2787, 2275, 2157, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5781615174404549\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 631, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2228, 2243, 2577, 2651, 2700, 2708, 2715, 2741, 2816, 2829, 2301, 1942, 2275, 2298, 2647, 2755, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5461610973944939\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2384, 2498, 2807, 1966, 2131, 2527, 2635, 2818, 631, 709, 727, 1740, 2056, 2092, 2334, 2490, 2706, 2725, 2764, 2778, 2779, 2796, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5439167820571995\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2689, 2497, 2628, 2490, 2528, 2779, 2129, 2331, 2468, 2698, 2713, 1966, 2193, 2508, 2527, 2688, 2704, 2761, 2843, 839, 2220, 2222, 2240, 2362, 2449, 2482, 2517, 2577, 2651, 2700, 2708, 2741, 2757, 2809, 2810, 2826, 2829, 2837, 2838, 2762, 2711, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5685370922562574\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2704, 1683, 2548, 2757, 2193, 2651, 2021, 2779, 2030, 2135, 2222, 2243, 2362, 2517, 2707, 2715, 2738, 2749, 2809, 2817, 2837, 1740, 2007, 2459, 2551, 2613, 2706, 2725, 2734, 2764, 2839, 2741, 709, 2012, 2224, 2527, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5661902075564315\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5534447431980638\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 2\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2548, 2329, 631, 2700, 2157, 2577, 1207, 2826, 2779, 2112, 2128, 2517, 2530, 2707, 2749, 2817, 2202, 2459, 727, 1351, 1740, 2056, 2224, 2289, 2334, 2528, 2550, 2751, 2764, 2776, 2790, 2809, 2818, 2841, 2704]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5598406755902012\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2092, 2613, 2779, 2682, 2289, 2841, 709, 2709, 2623, 2334, 2711, 2796, 2725, 2822, 2093, 1033, 2778, 1683, 631, 727, 2790, 2056, 2707, 2527, 2764, 2751, 2818, 2635, 835, 1351, 2131, 2135, 2243, 2572, 2647, 2689, 2714, 2789, 2661, 2700, 2012, 2224, 2651, 2762, 2776, 2843, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5712441907887829\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2131, 2498, 2508, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5186615186615187\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 1966, 2082, 2112, 2131, 2193, 2527, 2539, 2635, 2747, 2798, 2817, 2818, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5279648040558856\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 2\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2635, 2520, 1952, 2202, 2539, 2651, 2709, 2715, 2798, 709, 727, 923, 1033, 1064, 1870, 1880, 1927, 1966, 2030, 2056, 2092, 2128, 2135, 2144, 2147, 2157, 2193, 2236, 2240, 2286, 2289, 2329, 2362, 2449, 2468, 2482, 2490, 2503, 2527, 2528, 2550, 2577, 2599, 2623, 2649, 2689, 2700, 2704, 2725, 2738, 2740, 2741, 2742, 2751, 2757, 2779, 2796, 2803, 2807, 2809, 2818, 2826, 2837, 2839, 2842, 2846, 2848, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5808637317176217\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2631, 2220, 2508, 2410, 2797, 2172, 2833, 2787, 2384, 2498, 2807, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48581245924699434\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 2\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.56709257373394, 44), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2689, 2529, 2497, 2814, 2628, 2435, 2490, 2729, 2819, 2714, 2528, 2093, 1811, 2779, 2506, 388, 2129, 2331, 2430, 2468, 2656, 2698, 2713, 1966, 2082, 2112, 2193, 2508, 2527, 2688, 2704, 2761, 2775, 2777, 2798, 2843, 2844, 2581, 1512, 2498]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56709257373394\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.56709257373394, 44), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2704, 1683, 2548, 2757, 2193, 2651, 2021, 2779, 2030, 2135, 2222, 2243, 2362, 2517, 2707, 2715, 2738, 2749, 2809, 2817, 2837, 1740, 2007, 2551, 2613, 2706, 2725, 2734, 2764, 2741, 709, 2012, 2224, 2527, 2694, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5675919888443608\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2329, 2757, 2649, 2144, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2128, 2243, 2362, 2530, 2715, 2738, 2741, 2807, 2809, 2817, 2837, 2842, 2689, 2818, 2056, 1033, 2697, 2709, 2839, 2711, 2713, 2841, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 835, 2755, 709, 1351, 2503, 2635, 1740, 1870, 2639, 2007, 727, 2647, 2778, 1880, 2526, 2527, 2528, 2147, 2796, 2286, 2289, 2550, 2682, 2539, 2798, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58772244730499\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2651, 2715, 2798, 2082, 2498, 2508, 2527, 1683, 1740, 2012, 2021, 2030, 2222, 2224, 2362, 2517, 2548, 2613, 2694, 2704, 2706, 2707, 2725, 2734, 2741, 2764, 2779, 2817, 2837, 2839, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5549967153382713\n", - "Coverage: 0.9875\n", - "Birth Iteration: 3\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2757, 2193, 2651, 2243, 2715, 2738, 2749, 2809, 2007, 2459, 2551, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5445285350408691\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167, 1966, 2012, 2635, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.554631617250213\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 3\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2798, 2817, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5263481155321763\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 3\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2128, 2222, 2329, 2530, 2577, 2708, 2749, 2817, 1942, 2848, 2497, 2644, 2647, 2776, 2141, 2529, 2787, 2157, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5589712781363635\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 3\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2410, 2172, 2787, 2384, 2807, 2138, 2202, 2539, 2651, 2709, 2715, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5115830115830116\n", - "Coverage: 0.984375\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 2520, 1952, 2747, 2798, 1683, 2498, 2631, 2797, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5000610531919829\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 3\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2787, 2719, 2157, 1942, 2138, 2141, 2275, 2506, 2651, 2757, 2816, 2824, 2826, 923, 1064, 1740, 2007, 2030, 2112, 2193, 2228, 2362, 2459, 2482, 2530, 2548, 2613, 2704, 2706, 2707, 2725, 2734, 2750, 2751, 2764, 2779, 2807, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.568541976511616\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2131, 2384, 2498, 2527, 2797, 2833, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5489060489060489\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 709, 2623, 2491, 2520, 1351]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47464949362482567\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2131, 2498, 2508, 2527, 2012, 2112, 2193, 2787, 2817, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5265947704277875\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 3\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2647, 2778, 1880, 2526, 2527, 2528, 2147, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2734, 2520, 2138, 2698]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5919815179777229\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 117\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2797, 2833, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5492284097597191\n", - "Coverage: 0.990625\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2329, 2530, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2837, 2301, 2824, 2826, 1942, 2719, 2848, 2497, 2755, 2757, 2506, 2644, 2647, 2776, 2138, 2012, 2141, 2529, 2787, 2275, 2157, 2298, 2725]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5813948944878736\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 1880, 2818, 2635, 2599, 2714, 2683, 2236, 2235, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5847735781322119\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2138, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5181083767421528\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2131, 2498, 2508, 2527, 2112, 2193, 2384, 2817, 2818, 2459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5281308687380794\n", - "Coverage: 0.996875\n", - "Birth Iteration: 3\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2490, 2131, 2623, 2007, 2711, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 2848, 2157, 1683, 2740, 2809, 631, 2639, 2790, 2482, 1966, 1952, 2329, 2056, 1870, 2527, 2572, 2647, 2818, 2635, 2714, 2683, 2235, 2410, 2651, 2715, 2819, 2707]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5714212450455335\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 3\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2762, 2776, 2843, 2614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5820237423652983\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5379006005191963\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 4\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2757, 2193, 2651, 2715, 2738, 2459, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2082, 2508, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5270941855382083\n", - "Coverage: 0.99375\n", - "Birth Iteration: 4\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2508, 2527, 2012, 2112, 2787, 2833, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5202891967597849\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 4\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 388, 2704, 2112, 2817, 2775, 2798, 2818, 1880, 2030, 2747, 2131, 2384, 2498, 2527, 2797, 2833, 2807, 1740, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5392816237218514\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 4\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5176785622705926\n", - "Coverage: 0.990625\n", - "Birth Iteration: 4\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 709, 1966, 2007, 2243, 2738, 2749, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5275130104352116\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 4\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2631, 2220, 2508, 2410, 2797, 2833, 2787, 2384, 2498, 2807, 1683, 2599]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49095802226732016\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 4\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2833, 2787, 2498, 2807, 2112, 2747, 2798, 2817, 2818, 923, 1064, 1942, 2012, 2157, 2172, 2228, 2275, 2497, 2530, 2577, 2651, 2708, 2715, 2725, 2741, 2776, 2824, 2826, 2848, 2144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.562553879441925\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2082, 2527, 2112, 2138, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49815497253827423\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 5\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2128, 2222, 2329, 2530, 2577, 2708, 2749, 2817, 1942, 2848, 2497, 2644, 2647, 2776, 2141, 2529, 2787, 2157, 2298, 631, 2228, 2275, 2506, 2651, 2700, 2719, 2757, 2837, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5687519994920374\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5193331037733314\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 1966, 2082, 2508, 2527, 2012, 2112, 2833, 2138, 1952, 2410, 2711, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5306548076946559\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2798, 2817, 2818, 1740, 1880, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5444430605720928\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 5\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2749, 2809, 2007, 2459, 2551, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5487985952881589\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167, 2740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.556490076414175\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 5\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2749, 2809, 2362, 835, 1064, 1207, 1351, 1683, 1870, 2128, 2135, 2147, 2193, 2236, 2334, 2449, 2490, 2526, 2530, 2572, 2599, 2613, 2639, 2647, 2682, 2683, 2697, 2698, 2700, 2704, 2706, 2707, 2713, 2714, 2725, 2734, 2738, 2742, 2751, 2755, 2764, 2803, 2810, 2816, 2817, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5834682608876157\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2202, 709, 1966, 2007, 2243, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5342642724046899\n", - "Coverage: 0.990625\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 2138, 709, 1966, 2007, 2491, 2520, 2623, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5303104676918718\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 5\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2755, 2526, 2732, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2614, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5831141523741145\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2329, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2301, 2824, 2826, 1942, 2719, 2848, 2497, 2755, 2757, 2506, 2644, 2647, 2776, 2138, 2012, 2141, 2529, 2787, 2275, 2157, 2298, 2725, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814217578923462\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2762, 2843, 2614, 2144, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5832216059920045\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5483309278375692\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 5\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2833, 2787, 2498, 2807, 2112, 2747, 2798, 2818, 923, 1064, 1942, 2012, 2157, 2172, 2228, 2275, 2497, 2530, 2577, 2651, 2708, 2715, 2725, 2741, 2776, 2824, 2826, 2848, 2144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618932839046691\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 2138, 709, 1966, 2007, 2491, 2520, 2623, 2841, 2536]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5310785168470178\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 6\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870887151722066, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2755, 2526, 2732, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2614, 2193, 2112, 2817, 2082, 2498, 2787, 2539, 2508, 1740, 2798, 2030, 2384, 2833, 2807, 1880, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5870887151722066\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870887151722066, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5882645996497988\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2012, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5220829395402451\n", - "Coverage: 0.990625\n", - "Birth Iteration: 6\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 1683, 2548, 839, 2329, 2791, 631, 2144, 2490, 2700, 2157, 2193, 2577, 2651, 2826, 2779, 2482, 1064, 1927, 2128, 2135, 2222, 2228, 2243, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2810, 2816, 2817, 2829, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2647, 2778, 1880, 2526, 2528, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2235, 2611, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5933405620312642\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 96\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 1683, 2128, 2530, 2577, 2708, 2848, 2644, 2776, 2141, 2529, 2787, 631, 2228, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5651205556328895\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 6\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2742, 2779, 2490, 2289, 835, 2841, 709, 2709, 2623, 2334, 2789, 2093, 1033, 727, 2790, 1351, 2707, 2527, 2764, 2797, 2147, 2635, 2714, 2012, 2651, 2700, 2711, 2776, 2193, 2138, 2410, 2491, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5693588682203483\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787, 709, 2410, 2623, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5362350694419005\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 7\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 709, 2823, 2550, 2734]\n", - "Fitness: 1.0\n", - "Accuracy: 0.33891481614441765\n", - "Coverage: 0.6\n", - "Birth Iteration: 7\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 1683, 2548, 839, 2329, 2791, 631, 2144, 2490, 2700, 2157, 2193, 2577, 2651, 2826, 2779, 2482, 1064, 1927, 2128, 2135, 2222, 2228, 2243, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2810, 2816, 2817, 2829, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2778, 1880, 2526, 2528, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2235, 2611, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5900534581749003\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2798, 2082, 2527, 2787, 2138, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2738, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2167, 2384, 2498, 2656, 2775, 2797, 2833, 2092]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5815133376803205\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 2138, 709, 1966, 2007, 2491, 2520, 2623, 2536, 2131, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5369115388090719\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 7\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2112, 2817, 2775, 2798, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5539978851174298\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 7\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2749, 2809, 2362, 835, 1064, 1207, 1351, 1683, 1870, 2128, 2135, 2147, 2193, 2236, 2334, 2449, 2490, 2526, 2530, 2572, 2599, 2613, 2639, 2647, 2682, 2683, 2697, 2698, 2700, 2704, 2706, 2707, 2713, 2714, 2734, 2738, 2742, 2751, 2755, 2764, 2803, 2810, 2816, 2817, 2822, 2826, 2838, 2839, 2138, 2787, 2798, 2497, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5856380913306909\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2082, 2527, 2012, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5853804468605228\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2193, 2704, 2817, 2798, 803, 2030, 2656, 2747, 2082, 2131, 2384, 2498, 2833, 709, 923, 1351, 1683, 1952, 2007, 2128, 2135, 2138, 2147, 2236, 2334, 2410, 2449, 2526, 2530, 2572, 2651, 2683, 2697, 2706, 2714, 2715, 2734, 2738, 2803, 2822, 2839, 2755, 2788]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707289018484465\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2749, 2809, 2007, 2459, 2551, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5515215676505999\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2012, 2787, 2841, 2410, 709, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5384427528640052\n", - "Coverage: 0.990625\n", - "Birth Iteration: 8\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2651, 2497]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5248865021161035\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 8\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2613, 2742, 2682, 2490, 835, 2841, 2131, 709, 2623, 2334, 2796, 2755, 2526, 2822, 2093, 1033, 1683, 2482, 2839, 2329, 1351, 2056, 2503, 2707, 2764, 2751, 2797, 2647, 2147, 2635, 2683, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2193, 2491, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5701586650353254\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 8\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2755, 2526, 2732, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2614, 2193, 2491]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5853108462216622\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [709, 2007, 2410, 2520, 2536, 2623, 2635, 2711, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45300003174765985\n", - "Coverage: 0.934375\n", - "Birth Iteration: 8\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5569357647156509\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2682, 2700, 2713, 2749, 2810, 2221, 2788]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5855575011172733\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2490, 2131, 2623, 2007, 2711, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 2848, 2157, 1683, 2740, 2809, 631, 2639, 2790, 1966, 1952, 2329, 2056, 1870, 2527, 2572, 2647, 2818, 2635, 2714, 2683, 2235, 2410, 2651, 2715, 2819, 2707]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5716898790902586\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 8\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2823, 2550, 2734, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3430346855394294\n", - "Coverage: 0.6828125\n", - "Birth Iteration: 8\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2749, 2809, 2362, 835, 1064, 1207, 1351, 1683, 2128, 2135, 2147, 2193, 2334, 2449, 2490, 2526, 2530, 2572, 2599, 2613, 2639, 2647, 2682, 2683, 2697, 2698, 2700, 2704, 2706, 2707, 2713, 2714, 2734, 2738, 2742, 2751, 2755, 2764, 2803, 2810, 2816, 2817, 2822, 2826, 2838, 2839, 2138, 2787, 2798, 2497, 2606, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.585691818139636\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2798, 2082, 2527, 2787, 2138, 2711, 2816, 2817, 2822, 2826, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2738, 2742, 2751, 2243, 2755, 709, 2764, 2530, 2809, 1880, 2112, 2167, 2384, 2498, 2656, 2775, 2797, 2833, 2092]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5820933430041589\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 1966, 2131, 709, 923, 2007, 2749, 2809, 2362, 1351, 1683, 2128, 2135, 2334, 2449, 2490, 2526, 2572, 2599, 2613, 2639, 2647, 2682, 2704, 2706, 2714, 2734, 2751, 2803, 2816, 2822, 2838, 2839, 2798, 2606, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5729842067602978\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2839, 2362, 835, 1351, 1870, 2135, 2647, 2147, 2410, 2683, 2697, 2700, 2193, 2707, 2714, 923, 1966, 2734, 2742, 1207, 2236, 2751, 2243, 2526, 2803, 2809, 2807, 2818, 2833, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730110701647704\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2613, 2742, 2682, 2490, 835, 2841, 2131, 709, 2623, 2334, 2796, 2755, 2526, 2822, 1033, 1683, 2482, 2839, 2329, 1351, 2056, 2503, 2707, 2764, 2751, 2797, 2647, 2635, 2683, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2491, 2520, 2848, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5703039716322449\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2012, 2787, 709, 923, 1966, 2007, 2128, 2131, 2362, 2449, 2526, 2572, 2599, 2606, 2613, 2647, 2706, 2714, 2751, 2798, 2822, 2838, 2839, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5661523545774021\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 9\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.52988675853951, 14), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2651, 2497, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.52988675853951\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 9\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.52988675853951, 14), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787, 709, 2410, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5374060696641342\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 9\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2410, 2635, 709, 2623, 2491, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4582408377474791\n", - "Coverage: 0.9078125\n", - "Birth Iteration: 9\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5860679058022511\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 709, 2007, 2243, 2749, 2526, 2012, 2497, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5389849052088141\n", - "Coverage: 0.9875\n", - "Birth Iteration: 9\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2092, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2682, 2700, 2713, 2749, 2810, 2221, 2788, 2520, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5862718234634743\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 1064, 1870, 2128, 2131, 2647, 2683, 2697, 1683, 2707, 2725, 2742, 709, 2764, 2809, 1880, 2112, 2384, 2797, 2092, 923, 2093, 2334, 2449, 2682, 2713, 2810, 2788, 2651, 2715, 2787, 2613]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5747669599662009\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 709, 923, 1966, 2007, 2131, 2449, 2526, 2572, 2599, 2647, 2706, 2839, 2243, 2384, 2410, 2527, 2551, 2651, 2738, 2749, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588479506885579\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814754847012912\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 1683, 2548, 839, 2329, 2791, 631, 2144, 2490, 2700, 2157, 2193, 2577, 2651, 2826, 2779, 2482, 1064, 1927, 2128, 2135, 2222, 2228, 2243, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2810, 2816, 2817, 2829, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 1880, 2526, 2528, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2235, 2611, 2508, 2843]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905528732853211\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2826, 2839, 839, 2644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5771089604106682\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 2539, 2715, 2747, 2082, 2138, 2787, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4898297592794747\n", - "Coverage: 0.9875\n", - "Birth Iteration: 10\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362, 2526, 2816, 2817, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2838, 2839, 2713, 2714, 2334, 2082, 2725, 2599, 1064, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2755, 1351, 2764, 1870, 2639, 2128, 2135, 2647, 2138, 2012, 2530, 2787, 2147, 2798, 2803, 2810, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5889251951870548\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2172, 1683, 2530, 2577, 2708, 2529, 2787, 631, 2506, 2651, 2700, 2719, 1952, 2093, 2635, 2711, 2747, 2798, 2840, 2491, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5514189982880685\n", - "Coverage: 0.990625\n", - "Birth Iteration: 10\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5484176233701851\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 10\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2012, 2787, 709, 923, 1966, 2007, 2131, 2362, 2526, 2599, 2606, 2613, 2647, 2706, 2714, 2798, 2839, 2243, 2410, 2527, 2551, 2809, 2240]\n", - "Fitness: 1.0\n", - "Accuracy: 0.566098627768457\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5838980753591759\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2236, 2334, 2682, 2713, 2749, 2810, 2221, 2738, 2798, 2833, 2611, 2369, 2428]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850739598367682\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2817, 2818, 2822, 2826, 2839, 2644, 1064, 2012, 2147, 2449, 2490, 2599, 2639, 2707, 2755, 2809, 2816, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818943095982945\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2817, 2698, 2572, 2704, 2193, 2449, 2707, 923, 2715, 2334, 2082, 2725, 1064, 1966, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 835, 1870, 2639, 2131, 2135, 2012, 2527, 2147, 2410, 2539, 2803, 2809, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5899350149824534\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 82\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2131, 2193, 2527, 2539, 2817, 2030, 803, 709, 727, 835, 1033, 1351, 2138, 2147, 2410, 2491, 2528, 2623, 2635, 2700, 2711, 2714, 2742, 2764, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56250015263298\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 11\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2742, 2779, 2490, 2289, 835, 709, 2623, 2334, 2093, 1033, 727, 2790, 1351, 2707, 2527, 2764, 2147, 2635, 2714, 2012, 2651, 2700, 2711, 2776, 2193, 2138, 2410, 2491, 923, 1870, 1952, 1966, 2082, 2128, 2131, 2362, 2526, 2539, 2551, 2599, 2639, 2647, 2683, 2725, 2747, 2755, 2798, 2809, 2810, 2817, 2822, 2826, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5828882555637773\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2527, 2711, 2839, 2599, 1064, 2613, 1870, 2131, 2135, 2647, 2147, 2683, 2698, 2704, 1683, 1966, 2742, 2243, 2755, 709, 2764, 2007, 2809, 2656, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2810, 2221, 2788, 1952, 2410, 2526, 2551, 2706, 2714, 2798, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5773128780718914\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2082, 2138, 2539, 2747, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47299128893056785\n", - "Coverage: 0.97578125\n", - "Birth Iteration: 11\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 2527, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49385316463115325\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 11\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2550, 2734, 2365, 2093, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.41575147931884177\n", - "Coverage: 0.8296875\n", - "Birth Iteration: 11\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2529, 2787, 2506, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 709, 1351, 2007, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2683, 2706, 2714, 2734, 2755, 2764, 2839, 1966, 2131, 2240, 2527, 2551, 2141]\n", - "Fitness: 1.0\n", - "Accuracy: 0.570454162484523\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2012, 2787, 709, 923, 1966, 2007, 2128, 2131, 2362, 2449, 2526, 2572, 2599, 2606, 2613, 2647, 2706, 2714, 2751, 2798, 2822, 2839, 2508, 2758]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5702502448232998\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2529, 2787, 2506, 2719, 2837, 1952, 2093, 2711, 2747, 2798, 709, 1351, 2007, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2683, 2706, 2714, 2734, 2755, 2764, 2839, 1966, 2131, 2240, 2527, 2551, 2141, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5732687146349384\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 12\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2138, 2711, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45206958110183915\n", - "Coverage: 0.93203125\n", - "Birth Iteration: 12\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2092, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2682, 2700, 2713, 2749, 2810, 2221, 2788, 2520, 2611, 1952, 835, 2787, 2138, 2651, 1351, 2410, 2734, 2639, 2490, 2798, 2706, 2738, 2803, 2714, 2715, 2012, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5897469711511457\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 1064, 1870, 2128, 2131, 2647, 2683, 2697, 1683, 2707, 2725, 2742, 709, 2764, 2809, 1880, 2112, 2384, 2797, 2092, 923, 2093, 2334, 2449, 2682, 2713, 2810, 2788, 2651, 2715, 2787, 2613, 2822, 2698, 2572, 2700, 2704, 2577, 2193, 2706, 2837, 2838, 2839, 2714, 2719, 2848, 1952, 2599, 2606, 2734, 1966, 2738, 1207, 2746, 2362, 2236, 2749, 2490, 2751, 2243, 2755, 835, 1351, 2506, 2508, 2639, 2135, 2007, 2138, 2012, 2141, 2526, 2527, 2529, 2530, 2147, 2410, 2798, 2803, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5947313537446365\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5120714371188755\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 12\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2236, 2334, 2682, 2713, 2749, 2810, 2221, 2738, 2798, 2833, 2611, 2369, 2428, 1952, 2240, 2529, 2787, 1351, 2506, 2362, 2093, 2606, 2734, 2706, 2837, 2551, 2714, 2747, 2141, 2526, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5898971620034239\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2826, 2839, 839, 2644, 2530]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5778770095658141\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362, 2526, 2816, 2817, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2838, 2839, 2713, 2714, 2082, 2725, 2599, 1064, 2734, 2738, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2755, 1351, 2764, 1870, 2639, 2128, 2135, 2647, 2138, 2012, 2530, 2787, 2147, 2798, 2803, 2810, 2683, 2775, 2529, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5890326488049449\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 709, 2007, 2243, 2749, 2526, 2012, 2787, 2435]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5391192222311767\n", - "Coverage: 0.9875\n", - "Birth Iteration: 12\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2742, 2779, 2490, 2289, 835, 2841, 709, 2709, 2623, 2334, 2789, 2093, 1033, 727, 2790, 1351, 2707, 2527, 2764, 2797, 2147, 2635, 2714, 2012, 2651, 2700, 2711, 2776, 2193, 2138, 2410, 2491, 2172, 2817, 2818, 2822, 2697, 2826, 2839, 2459, 923, 2715, 1952, 2727, 1966, 2734, 2738, 2747, 2751, 2243, 839, 1870, 2384, 2131, 2644, 2007, 2526, 2787, 2539, 2798, 2807, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5878189113483232\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810, 2551, 2709, 2540]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5908911079689069\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2747, 1966, 2131, 2527, 709, 2243, 2749, 2809, 2362, 2526, 2816, 2817, 2822, 2697, 2826, 2698, 2700, 2704, 2193, 1683, 2707, 2838, 2839, 2713, 2714, 2082, 2725, 2599, 1064, 2734, 2738, 2742, 1207, 2490, 2751, 2755, 2764, 1870, 2128, 2135, 2647, 2138, 2012, 2530, 2787, 2147, 2798, 2683, 2775, 1880, 2167, 2613, 2656, 2797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5856649547351634\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 13\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2651, 2138, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.31304902082890695\n", - "Coverage: 0.59609375\n", - "Birth Iteration: 13\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2715, 2747, 2798, 2082, 2012, 2787, 2138, 1952, 2711, 2572, 2599, 1351, 1870, 2639, 2647, 2410, 2683, 2698, 2700, 2704, 2449, 2706, 2713, 2714, 2725, 2734, 2742, 2490, 2749, 2751, 2243, 709, 2007, 2526, 2530, 2803, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5754385450780137\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 13\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2706]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5872389060244847\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2365, 2635, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3590391692858486\n", - "Coverage: 0.8140625\n", - "Birth Iteration: 13\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 709, 2007, 2243, 2749, 2526, 2012, 2787, 2435, 835, 923, 1683, 1966, 2082, 2135, 2138, 2147, 2193, 2236, 2334, 2362, 2449, 2490, 2530, 2551, 2599, 2613, 2639, 2647, 2683, 2697, 2700, 2704, 2707, 2713, 2714, 2734, 2751, 2798, 2809, 2817, 2826, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584101993020399\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2623, 2267, 2789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5896236437033401\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2550, 2734, 2365, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.37350877578581565\n", - "Coverage: 0.7359375\n", - "Birth Iteration: 14\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2734, 2093, 2138, 2007, 2435, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4319672071095221\n", - "Coverage: 0.909375\n", - "Birth Iteration: 14\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 2527, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5521394259534678\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2839, 839, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5756534523137938\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2012, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5437006537575798\n", - "Coverage: 0.978125\n", - "Birth Iteration: 14\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2410, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5351556490076415\n", - "Coverage: 0.98125\n", - "Birth Iteration: 14\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 2823, 2141]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5006581534095765\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 14\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.49360040441634373, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787, 2365, 2734]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49360040441634373\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 14\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.49360040441634373, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49699496189059755\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 14\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2711, 2715, 2747, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4209519902119523\n", - "Coverage: 0.9109375\n", - "Birth Iteration: 15\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2365, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.34526801130216694\n", - "Coverage: 0.79375\n", - "Birth Iteration: 15\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2635, 2711, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3702766198022365\n", - "Coverage: 0.87109375\n", - "Birth Iteration: 15\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2734, 2093, 2138, 2007, 2435, 2715, 1952, 2787, 2635, 2700, 2539, 2711, 2841, 2747, 2012, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.544994981427619\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 16\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5849665062188781\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 709, 2527, 1966, 2093, 2131, 2539, 2635, 2711, 2747, 2384, 2727, 1351, 1870, 2526, 2683, 2697, 2700, 2751, 2798, 2807, 2817, 2839, 2746, 1064, 2082, 2112, 2128, 2135, 2147, 2221, 2334, 2530, 2656, 2706, 2713, 2764, 2797, 2809, 2810, 2816, 2833, 2838, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584988485367992\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5207507588911764\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 16\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2410, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5225017644372483\n", - "Coverage: 0.975\n", - "Birth Iteration: 16\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2082, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47593527384798734\n", - "Coverage: 0.9484375\n", - "Birth Iteration: 16\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 2012, 2093, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.515524605657433\n", - "Coverage: 0.978125\n", - "Birth Iteration: 16\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2012, 2787, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.501388349585693\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 17\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5457642516466046\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 17\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.538877451590924\n", - "Coverage: 0.978125\n", - "Birth Iteration: 17\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2526, 2613, 2647, 2706, 2798, 2839, 2243, 2410, 2527, 2240, 2807, 709, 835, 2384, 2459, 2530, 2651, 2697, 2727, 2738, 2817, 2818, 2822, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5721087039872619\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5864220143157525\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2613, 2647, 2706, 2798, 2839, 2243, 2410, 2527, 2240, 2807, 709, 2727, 2738, 2817, 2818, 2826, 2012, 2362, 2551, 2599, 2275, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5747352123063698\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.40365195773165413\n", - "Coverage: 0.95\n", - "Birth Iteration: 18\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810, 2551, 2709, 2540, 2777]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5928301573462864\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.552773158086251\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 1952, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5089992404982917\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 19\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5452367520678716\n", - "Coverage: 0.984375\n", - "Birth Iteration: 19\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 1064, 1870, 2128, 2131, 2647, 2683, 2697, 1683, 2707, 2725, 2742, 709, 2764, 2809, 2112, 2384, 2797, 2092, 923, 2093, 2334, 2449, 2682, 2713, 2810, 2788, 2651, 2715, 2787, 2613, 2822, 2698, 2572, 2700, 2704, 2193, 2706, 2837, 2838, 2839, 2714, 2719, 2848, 1952, 2599, 2606, 2734, 1966, 2738, 1207, 2746, 2362, 2236, 2490, 2751, 2243, 2755, 835, 1351, 2506, 2508, 2639, 2007, 2012, 2141, 2527, 2529, 2530, 2147, 2410, 2798, 2803, 631, 2729, 1401, 2365, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5931683920298721\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2093, 2526, 2715, 2012, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5212391844270402\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 20\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2082, 2012, 2635]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48695659606475544\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 20\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5011575685199974\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 20\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5189032893017713\n", - "Coverage: 0.975\n", - "Birth Iteration: 20\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5404135499012159\n", - "Coverage: 0.984375\n", - "Birth Iteration: 20\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2082, 2012, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4896795684271965\n", - "Coverage: 0.9625\n", - "Birth Iteration: 20\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2707, 2623, 2503]\n", - "Fitness: 1.0\n", - "Accuracy: 0.580991943420786\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 1683, 2128, 2530, 2577, 2708, 2848, 2644, 2776, 2141, 2529, 2787, 631, 2228, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 2840, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5689608014086193\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 709, 1966, 2131, 2240, 2362, 2410, 2527, 2606, 2706, 2798, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5575316438694048\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 21\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2526, 2715, 2012, 2082, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5237155018938701\n", - "Coverage: 0.97265625\n", - "Birth Iteration: 21\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4784860762090363\n", - "Coverage: 0.94453125\n", - "Birth Iteration: 21\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2838, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2803, 2551, 2810, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5966435397175436\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 1952, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4809514041013092\n", - "Coverage: 0.9421875\n", - "Birth Iteration: 22\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2711, 709, 923, 1966, 2012, 2240, 2243, 2275, 2362, 2410, 2527, 2551, 2599, 2613, 2635, 2706, 2715, 2727, 2747, 2768, 2787, 2817, 2826, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5596159998437038\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 22\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2131, 2193, 2527, 2539, 2817, 2030, 803, 709, 727, 835, 1033, 1351, 2138, 2147, 2410, 2528, 2623, 2635, 2700, 2711, 2714, 2742, 2764, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631180109358478\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 22\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5840641400413696\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5843327740860949\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 23\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2803, 2551, 2810, 2683, 2517]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5958486271579251\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49633436635334166\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 23\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5822325442818801\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 23\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2526, 2715, 2082, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5197140756913052\n", - "Coverage: 0.97265625\n", - "Birth Iteration: 23\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 835, 1351, 1870, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2839, 839, 2644, 2530, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780113265881767\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787, 1952, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5026936668302893\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 23\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5498194046581143\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 23\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2787, 1952, 2007, 2435, 2635, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5213735014494028\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 24\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5569894915245959\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 24\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48267066198755004\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 24\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 835, 1351, 1870, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2839, 839, 2644, 2530, 2506, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793593810671609\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2131, 2135, 2647, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2706, 2595, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5866051738917014\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2007, 2012, 2093, 2715, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5119371200965128\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 25\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4913878367388804\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 25\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5883342002886596\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 26\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3398916672161454\n", - "Coverage: 0.78515625\n", - "Birth Iteration: 26\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5503456831730076\n", - "Coverage: 0.9875\n", - "Birth Iteration: 26\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2711, 2816, 2817, 2826, 1064, 2131, 2647, 2683, 2697, 1683, 709, 2764, 2809, 1880, 2797, 923, 2093, 2682, 2713, 2787, 2613, 803, 835, 1033, 2147, 2508, 2623, 2700, 2714, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5722967478185694\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2012, 2093, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5152779507618217\n", - "Coverage: 0.971875\n", - "Birth Iteration: 27\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2613, 2647, 2706, 2798, 2839, 2243, 2410, 2527, 2240, 2807, 709, 2727, 2738, 2817, 2818, 2826, 2012, 2362, 2551, 2599, 2275, 2768, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5763519008300793\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5950158616192771\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2787, 1952, 2435, 2635, 2841, 2526, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5277328019263503\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 27\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2131, 2193, 2527, 2539, 2817, 2030, 803, 709, 727, 835, 1033, 1351, 2138, 2147, 2410, 2528, 2623, 2635, 2700, 2711, 2714, 2742, 2764, 2841, 2803, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5670119835205224\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 27\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2623, 2267, 2789, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905260098808486\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5686445458741474\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 28\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2221, 2738, 2798, 2833, 2623, 2267, 2789, 1689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905260098808486\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5444418395082532\n", - "Coverage: 0.984375\n", - "Birth Iteration: 28\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5421108286383429\n", - "Coverage: 0.978125\n", - "Birth Iteration: 28\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2623, 2789, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905797366897936\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952, 2012, 2093, 2526, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288280961905251\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 28\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582946866628081\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 28\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5528916012786981\n", - "Coverage: 0.996875\n", - "Birth Iteration: 29\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5576500870618517\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 29\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2093, 2732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5029513113004574\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 30\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2093, 2435, 2526, 2715, 2700, 2817, 2818, 2826, 2706, 2839, 923, 2727, 2599, 2807, 1966, 2738, 2613, 2362, 2365, 2240, 2243, 709, 2762, 2768, 2131, 2647, 2012, 2527, 2275, 2410, 2798, 2551]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5800578295834463\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2613, 2647, 2706, 2798, 2839, 2243, 2527, 2240, 2807, 709, 2727, 2738, 2817, 2818, 2826, 2012, 2362, 2551, 2599, 2275, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.574182070387004\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44530488743012464\n", - "Coverage: 0.86015625\n", - "Birth Iteration: 30\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2819, 2817, 2818, 2082, 803, 2243, 2727, 2410, 2539, 2797, 2030, 2768, 2193, 2833, 2131, 2807, 1880, 923, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5909607086077674\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2410, 2798, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5767548518971669\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2131, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765399446613868\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2410, 2798, 2807, 2244]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780760429716787\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5660021637251239\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 32\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 2623, 923, 1966, 2012, 2082, 2240, 2275, 2410, 2715, 2738, 2817, 2030, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793435072372454\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 1966, 2082, 2275, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2526, 2539, 2606, 2682, 2697, 2713, 2719, 2768, 2807, 2818, 2822, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885222441199671\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833229542906961\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 1880, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.595837637583368\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 2138, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5460853914364351\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 35\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5549271146994107\n", - "Coverage: 0.9875\n", - "Birth Iteration: 35\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 2093, 2635, 2711, 2747, 1351, 2007, 2138, 2243, 2362, 2526, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 1880, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5917287577629133\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2818, 2082, 803, 2498, 2539, 2508, 2384, 2131, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5886834245468021\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2838, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2803, 2551, 2810, 2683, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.597438452277162\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2012, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5461659816498526\n", - "Coverage: 0.9875\n", - "Birth Iteration: 38\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2787, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4508448540706605\n", - "Coverage: 0.88125\n", - "Birth Iteration: 39\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2131, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5750844365645125\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2798, 2807, 2244, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5795852778774979\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819, 2817, 2818, 2082, 803, 2243, 2727, 2410, 2539, 2797, 2030, 2768, 2193, 2833, 2131, 2807, 1880, 923, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5918630747852759\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707875129127501\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5981527746233628\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2819, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833498176951688\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2131, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5782372233985137\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5670119835205224\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 41\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2715, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3566385577770777\n", - "Coverage: 0.89609375\n", - "Birth Iteration: 42\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5827649281159717\n", - "Coverage: 0.996875\n", - "Birth Iteration: 42\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 2138, 2822, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5468803039960536\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 42\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2082, 2787, 1952, 2030, 2384, 2508, 2527, 2529, 2530, 2628, 2647, 2651, 2697, 2700, 2764, 2768, 2797, 2817, 2833, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5585951904737484\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 43\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4470046082949309\n", - "Coverage: 0.87421875\n", - "Birth Iteration: 43\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5619201473091415\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 44\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5952039054505848\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5774154474344227\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5297414519425905\n", - "Coverage: 0.978125\n", - "Birth Iteration: 44\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.369431643625192\n", - "Coverage: 0.71875\n", - "Birth Iteration: 46\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2755, 2764, 2822, 2826, 2838, 2839, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5867175117649501\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4339477726574501\n", - "Coverage: 0.8453125\n", - "Birth Iteration: 48\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5454516593036517\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 48\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2012, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5063727321791838\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 48\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718779229215661\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 48\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 1966, 2082, 2275, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2526, 2539, 2606, 2682, 2713, 2719, 2768, 2807, 2818, 2822, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885222441199671\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5959182277967856\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952, 2012, 2093, 2526, 2138, 2787, 2435, 2822, 2635, 2700, 2007, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5484701291152905\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 49\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2784]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5733871578273855\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 50\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833766810996412\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4760964542748224\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 51\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.584827304941157, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2529, 2787, 2506, 2651, 2700, 2719, 2837, 1952, 2711, 2747, 2007, 2243, 2362, 2526, 2599, 2647, 2683, 2697, 2706, 2714, 2734, 2764, 2826, 2838, 2839, 2768, 803, 2030, 2112, 2193, 2384, 2503, 2527, 2539, 2628, 2807, 2818, 2833, 2740, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584827304941157\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 51\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.584827304941157, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5860947692067237\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 52\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2706, 2839, 2243, 2527, 2240, 709, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5760673929554385\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 52\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5964286324817634\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2798, 2807, 2244, 2712, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818356985339908\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5864171300603938\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 53\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5489707652895508\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 54\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2193, 2527, 2539, 2747, 2817, 2818, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5642242947745794\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 55\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5439155609933599\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 56\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2706, 2839, 2243, 2527, 2240, 709, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5761479831688561\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567027857350438\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 57\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2082, 2093, 2539, 2715, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5007008906439646\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 57\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 631, 1351, 1966, 2138, 2275, 2577, 2647, 2651, 2711, 2713, 2719, 2776, 2791, 2822, 2826, 2837, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833986602487551\n", - "Coverage: 1.0\n", - "Birth Iteration: 57\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2613, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765668080658592\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 59\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2551, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5874159602812354\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 60\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952, 2093, 2526, 2138, 2787, 2435, 2822, 2635, 2700, 2007, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5468803039960536\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 60\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2193, 2527, 2539, 2747, 2817, 2818, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2628, 1351, 1880, 2138, 2430, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5711904639798377\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 60\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Iteration: 62\n", - "Iteration: 63\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 2082, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2526, 2539, 2682, 2713, 2719, 2768, 2807, 2818, 2822, 2776, 1683, 2243, 2384, 2506, 2508, 2613, 2636, 2697, 2746, 2797, 2753]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901120692392039\n", - "Coverage: 1.0\n", - "Birth Iteration: 64\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2700, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4957543610295033\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 64\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2727, 2768, 2613, 2012, 2384, 2508, 2529, 2651, 2700, 2764, 2833, 2837, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5838980753591759\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 64\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5536327870293715\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 65\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2551, 39, 2822, 2826, 2698, 2572, 2704, 2449, 2707, 2709, 2839, 2713, 923, 2715, 2334, 2468, 2725, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2755, 709, 1351, 2635, 1870, 2639, 2128, 2517, 2135, 2777, 2138, 2012, 2147, 2410, 2540, 2798, 2809, 2810, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5995814193157647\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2362, 2410, 2768, 2468, 2112, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5626344696553425\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 65\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2747, 1952, 2012, 2093, 2526, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5257558995699413\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 66\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5967131403564041\n", - "Coverage: 1.0\n", - "Birth Iteration: 66\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 1966, 2082, 2275, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2539, 2606, 2682, 2713, 2719, 2768, 2807, 2818, 2822, 2776, 2850, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5889789219959998\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 66\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2082, 2817, 2030, 2791, 631, 2112, 2128, 2131, 2193, 2526, 2539, 2719, 2768, 2807, 2818, 2776, 1683, 2243, 2384, 2506, 2613, 2636, 2697, 2753, 39, 1880, 2503, 2527, 2551, 2628, 2714, 2823, 2825, 2586, 2565, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5913258066958257\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 67\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2012, 2822, 1811, 2613]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5495605391241065\n", - "Coverage: 0.990625\n", - "Birth Iteration: 67\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2498, 2842, 1740, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5890057854004723\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 67\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2613, 2012, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5774960376478403\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 67\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2784, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5757450321017683\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 68\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2747, 1952, 2012, 2093, 2526, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5219425171986842\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 69\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2498, 2842, 1740, 2508, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901767856227059\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 69\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2822, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5502211346613624\n", - "Coverage: 0.990625\n", - "Birth Iteration: 69\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2012, 2138, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5026936668302893\n", - "Coverage: 0.9609375\n", - "Birth Iteration: 69\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2012, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4965492735891218\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 70\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2193, 2527, 2539, 2747, 2817, 2818, 803, 709, 923, 1952, 2093, 2243, 2410, 2768, 2112, 2384, 2628, 1351, 1880, 2138, 2430, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5692624041770151\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 70\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556145736411391\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 70\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2816, 2837, 2628, 2825, 2823, 2551, 1740, 2498, 2508, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5879532283706856\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 70\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2410, 2711, 2727, 2768, 2112, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5724847916498771\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 71\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5288549595949975, 8), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2747, 1952, 2012, 2093, 2526, 2138, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288549595949975\n", - "Coverage: 0.98125\n", - "Birth Iteration: 71\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5288549595949975, 8), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 39, 1952, 2012, 2526, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288549595949975\n", - "Coverage: 0.98125\n", - "Birth Iteration: 72\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2551, 39, 631, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5903269764749841\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 72\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2816, 2837, 2628, 2825, 2823, 2551, 1740, 2498, 2508, 2842, 2715, 2768, 2435, 2761]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5910791518002144\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 72\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 73\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4878052354333189\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 73\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 74\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5967400037608765\n", - "Coverage: 1.0\n", - "Birth Iteration: 74\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2823, 2551, 2508, 2842, 1207, 2795, 2656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5916054303151077\n", - "Coverage: 0.996875\n", - "Birth Iteration: 74\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2128, 2530, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2243, 2526, 2599, 2613, 2697, 2706, 2714, 2764, 2822, 2826, 2839, 2768, 2112, 2817, 2818, 2082, 2825, 2539, 1740, 2030, 2384, 2193, 2833, 2807, 2636, 2776, 2612, 39, 1880, 2456, 2503, 2527, 2753, 1919, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5928191677717294\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 74\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5973309986592719\n", - "Coverage: 1.0\n", - "Birth Iteration: 74\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4554531490015361\n", - "Coverage: 0.89296875\n", - "Birth Iteration: 74\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5943015392730763, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2787, 631, 2506, 2651, 2700, 2719, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2833, 2131, 2807, 2636, 2776, 2612, 2157, 2742, 2750, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943015392730763\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5943015392730763, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5951233152371672\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5867016379350345, 43), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2093, 2823, 2551, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5867016379350345\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 76\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5867016379350345, 43), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2551, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901499222182334\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 76\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2128, 2530, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2243, 2526, 2599, 2613, 2697, 2706, 2714, 2764, 2822, 2826, 2839, 2768, 2112, 2817, 2818, 2082, 2825, 2539, 1740, 2030, 2384, 2193, 2833, 2807, 2636, 2776, 2612, 39, 1880, 2456, 2503, 2527, 2753, 1919, 2712, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943284026775488\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 76\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2468, 2613, 2384, 2732, 2275]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5760564033808815\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 77\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2727, 2768, 2613, 2012, 2384, 2508, 2529, 2651, 2700, 2764, 2833, 2837, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582254523430994\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2551, 2791, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5918203375508878\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5966862769519317\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842, 2845, 2834]\n", - "Fitness: 1.0\n", - "Accuracy: 0.558955404306448\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 78\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2410, 2711, 2727, 2112, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5687519994920374\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 78\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 1952, 2012, 2526, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5042773866303278\n", - "Coverage: 0.925\n", - "Birth Iteration: 79\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 39, 1952, 2012, 2526, 2747, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5357405385868383\n", - "Coverage: 0.98125\n", - "Birth Iteration: 81\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2822, 2007, 2713, 2224]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5517035061627091\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 81\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5951770420461122\n", - "Coverage: 1.0\n", - "Birth Iteration: 81\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 2732, 2275, 1740, 2508, 2647, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765936714703318\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 803, 2825, 2842, 631, 709, 1952, 2007, 2093, 2128, 2141, 2362, 2529, 2530, 2613, 2647, 2651, 2697, 2711, 2714, 2755, 2764, 2838, 2839, 2848, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850580860068526\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2787, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2768, 2613, 2012, 2384, 2529, 2651, 2700, 2764, 1683, 2007, 2112, 2503, 2506, 2530, 2628, 2797, 2807, 2823, 2825, 2612, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5843547532352087\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 84\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5560712515171718\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 85\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2551, 2791, 2823, 2631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5950537145983066\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 85\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2007, 2224, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5509891838165083\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 85\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6005375123022182\n", - "Coverage: 1.0\n", - "Birth Iteration: 86\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2007, 2224, 2822, 797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5517303695671817\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 86\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2410, 2711, 2727, 2112, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.559927371122817\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 86\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2768, 2384, 2529, 2651, 2700, 2764, 2833, 2837, 2007, 2112, 2193, 2506, 2530, 2628, 2697, 2706, 2807, 2816, 2825, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5880338185841032\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 87\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 803, 2825, 2842, 631, 709, 1952, 2007, 2093, 2128, 2141, 2362, 2529, 2530, 2613, 2647, 2651, 2697, 2711, 2714, 2755, 2764, 2838, 2839, 2848, 2030, 2729]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5855953540963028\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 87\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 2732, 2275, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.574182070387004\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 87\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 1952, 2093, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 1740, 2508, 2647, 2837, 2007, 2112, 2128, 2141, 2193, 2529, 2530, 2697, 2764, 2807, 2838, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5893818730630875\n", - "Coverage: 0.996875\n", - "Birth Iteration: 89\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.545977937818545, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 39, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.545977937818545\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 89\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 90\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.545977937818545, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 39, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.545977937818545\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 91\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2842, 2596, 2235, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5601154149541246\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 93\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2410, 2711, 2112, 2384, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588210872840853\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 93\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2842, 2596, 2235, 2430, 2822, 2697, 2826, 2825, 2700, 2833, 2706, 1683, 2837, 2838, 2839, 2711, 2713, 2714, 2719, 2848, 1952, 2599, 2093, 2734, 2612, 2613, 2362, 2746, 2243, 2755, 709, 1351, 2506, 2635, 2764, 2636, 2128, 2768, 2007, 2647, 2776, 2138, 2651, 2141, 2526, 2529, 2530, 631, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5981686484532784\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2826, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6005106488977456\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 1952, 2093, 2362, 2711, 2727, 2768, 2613, 2384, 1740, 2508, 2647, 2837, 2007, 2112, 2128, 2141, 2193, 2529, 2530, 2697, 2764, 2807, 2838, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58951619008545\n", - "Coverage: 0.996875\n", - "Birth Iteration: 94\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 2732, 2275, 2647, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.577780545522481\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 95\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 96\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2410, 2711, 2112, 2384, 709, 2243, 2275, 1689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5602497319764872\n", - "Coverage: 0.996875\n", - "Birth Iteration: 96\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5479438506003971, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2224, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5479438506003971\n", - "Coverage: 0.990625\n", - "Birth Iteration: 97\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5479438506003971, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.536208206037428, 11), (0.538877451590924, 12), (0.545977937818545, 13), (0.5479438506003971, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2747, 2012, 2715, 39, 1952, 2093, 2526, 2700, 2787, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536208206037428\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 98\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 99\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.967394893693619\n", - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [0, 1, 2], [2, 1, 0], [0, 1, 2], [0, 2, 1], [1, 0, 2], [2, 1, 0], [0, 1, 2], [1, 0, 2], [0, 2, 1], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 0, 1], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 1, 0], [0, 1, 2], [0, 1, 2], [0, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [1, 0, 2], [1, 2, 0], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 2, 0], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2]]\n", - "Average States: 2.98\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.554 1.318 0.0 0.016 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.039 1.009 0.0 0.024 0.011 0.012 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.047 0.007 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.561 2.741 0.0 0.041 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.106 2.19 0.0 0.059 0.027 0.024 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.138 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.573 4.247 0.001 0.074 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.19 3.398 0.0 0.103 0.045 0.038 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.254 0.028 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.59 5.831 0.001 0.109 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.283 4.659 0.0 0.152 0.064 0.053 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.378 0.04 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.588 7.302 0.001 0.141 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.379 5.802 0.0 0.198 0.084 0.067 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.503 0.053 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.591 8.753 0.001 0.17 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.475 6.942 0.0 0.239 0.102 0.081 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.625 0.064 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.584 10.237 0.001 0.199 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.577 8.093 0.0 0.282 0.122 0.095 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.754 0.077 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.596 11.618 0.001 0.229 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.667 9.168 0.0 0.324 0.141 0.109 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.872 0.088 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.593 13.023 0.001 0.263 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.768 10.236 0.0 0.373 0.161 0.124 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.0 0.101 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.587 14.485 0.002 0.293 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.872 11.36 0.0 0.417 0.182 0.139 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.128 0.114 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 287\n", - "Post-Cleaning Population Size: 287\n", - "Post-Subsumption Compaction Population Size: 271\n", - "1 rules subsumed with a specificity of 3\n", - "3 rules subsumed with a specificity of 4\n", - "5 rules subsumed with a specificity of 5\n", - "7 rules subsumed with a specificity of 6\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.5667262545820421, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2655, 2688, 2749, 2449, 2528, 2750, 388, 2101, 2813, 2850, 1033, 1952, 2843, 2482, 2836, 2741, 2240, 1966, 1689, 2837, 2755, 2574, 2473, 2327, 2613, 2824, 2298, 2741, 2814, 2708, 2289, 2517, 2804, 2762, 2661, 2844, 2561, 2779, 2550, 1740, 2473, 1689, 2850, 2613, 2803, 2773, 1512, 1064, 2840, 2491, 2651, 2213, 2647, 2804, 2240, 2517, 2141, 2213, 2655, 2459, 2644, 2577, 2536, 770, 2810, 2385, 2750, 2235, 727, 2506, 2712, 631, 2788, 2410, 2128, 2704, 2683, 1683, 2796, 2490, 2843, 1512, 2850, 2694, 2365, 2707, 2530, 2112, 2365, 2550, 2817, 2707, 957, 2708, 2329, 2529, 2850, 2735, 2840, 2435, 2829, 2702, 1822, 1789, 2529, 2577, 2674, 2826, 2702, 2236, 2813, 2615, 2138, 2360, 2737, 2548, 2006, 2365, 2093, 2845, 2826, 2816, 2298, 2243, 2839, 2742, 2091, 2327, 2747, 2491, 2837, 2712, 2704, 2655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5667262545820421\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 134\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5667262545820421, 134)]\n", - "[(0.5044226932272473, 20), (0.5667262545820421, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2824, 2835, 2362, 2775, 1927, 2498, 2612, 2801, 2688, 2737, 2702, 2715, 2715, 2456, 2222, 2801, 2725, 835, 2758, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5044226932272473\n", - "Coverage: 0.97734375\n", - "Birth Iteration: 0\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5667262545820421, 134)]\n", - "[(0.5044226932272473, 20), (0.5581287440869984, 94), (0.5667262545820421, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [803, 1880, 2809, 2698, 2707, 2577, 2240, 2833, 2410, 2012, 2529, 2586, 2739, 2599, 1689, 1789, 2647, 2021, 2527, 2172, 1512, 2144, 2213, 2572, 1033, 2527, 2818, 2167, 2456, 2593, 2761, 2243, 2836, 2432, 2816, 2135, 1927, 2526, 2700, 2301, 2709, 2674, 2712, 2682, 2131, 2743, 2814, 2286, 39, 770, 2456, 2702, 2267, 2432, 2768, 2837, 2689, 2789, 2700, 2761, 2700, 762, 2824, 2752, 2167, 2789, 2777, 2275, 923, 2773, 2706, 2809, 2006, 2595, 2236, 2012, 2713, 2819, 2683, 2804, 2334, 2473, 2845, 2822, 2636, 2747, 2384, 803, 2842, 2777, 2473, 709, 2665, 2289]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581287440869984\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 94\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5581287440869984, 94), (0.5667262545820421, 134)]\n", - "[(0.5044226932272473, 20), (0.5581287440869984, 94), (0.5711684848307239, 130)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2490, 2817, 2503, 2682, 2385, 1822, 2520, 2527, 2131, 797, 2056, 1942, 2482, 2615, 2490, 727, 2551, 2818, 2007, 2849, 797, 2711, 2612, 1919, 2473, 2612, 835, 388, 2240, 2565, 2482, 2298, 2362, 2843, 2432, 2714, 1919, 1279, 2697, 2410, 2566, 2719, 2689, 2639, 2091, 2224, 2497, 2751, 2344, 2843, 2615, 2155, 2843, 2503, 2707, 2841, 2819, 2842, 2844, 2834, 2797, 2529, 2743, 2528, 2751, 2847, 2743, 2155, 2757, 2751, 2456, 2635, 2797, 2823, 2632, 2674, 923, 2768, 2498, 2697, 2129, 2520, 2791, 2787, 2824, 2548, 2725, 2725, 2715, 2734, 2613, 2794, 2529, 2334, 2632, 2385, 2775, 2819, 2384, 2056, 2720, 2796, 2835, 2012, 1740, 2415, 2789, 2837, 2800, 2817, 1811, 1952, 2628, 2709, 1905, 2482, 2656, 2810, 2344, 2157, 2456, 2708, 1880, 1512, 2674, 2540, 2743, 2636, 2729, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5711684848307239\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 130\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5581287440869984, 94), (0.5711684848307239, 130)]\n", - "[(0.5044226932272473, 20), (0.5581287440869984, 94), (0.5683270692758359, 122), (0.5711684848307239, 130)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2606, 2175, 2819, 2240, 2128, 2665, 2570, 2548, 2795, 2822, 2800, 1927, 2082, 1905, 2129, 2243, 2091, 1279, 2612, 2775, 2796, 2129, 2128, 2362, 1952, 2581, 2644, 2758, 2301, 2517, 1905, 2727, 2814, 2801, 2683, 2698, 2430, 2787, 2822, 2213, 2711, 770, 2606, 2030, 2155, 2596, 2572, 2235, 2757, 2768, 2595, 1064, 2503, 2112, 2220, 2175, 2141, 2837, 2688, 2482, 2536, 2506, 2093, 1966, 2135, 2517, 2752, 957, 2764, 1963, 2752, 2845, 2267, 2506, 2712, 2665, 2776, 2683, 2809, 2734, 2275, 951, 2615, 2082, 2093, 2193, 2202, 2742, 2757, 2517, 2606, 2091, 2012, 2030, 835, 303, 770, 2711, 2735, 2750, 2688, 2244, 2829, 1207, 2138, 2700, 803, 2092, 2762, 1351, 2101, 2685, 2779, 2243, 2503, 2739, 1963, 2536, 1689, 2757, 2778, 770]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5683270692758359\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 122\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5581287440869984, 94), (0.5683270692758359, 122), (0.5711684848307239, 130)]\n", - "[(0.5044226932272473, 20), (0.5559735664099991, 89), (0.5581287440869984, 94), (0.5683270692758359, 122), (0.5711684848307239, 130)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2615, 2167, 2548, 2776, 2778, 1822, 2508, 2468, 2846, 2360, 2841, 2810, 2193, 2243, 2147, 2138, 2828, 2155, 2846, 2572, 2615, 2213, 2850, 2836, 770, 1966, 2128, 762, 2737, 2755, 2007, 1963, 2240, 2688, 2757, 1919, 2823, 2517, 2243, 2301, 957, 2833, 727, 1351, 2845, 631, 2713, 2796, 2771, 2649, 2753, 2843, 2829, 2771, 2410, 2435, 2833, 2243, 2449, 2776, 2795, 2517, 2791, 2797, 2839, 2155, 2101, 1952, 2490, 2789, 2826, 2539, 2286, 2750, 2289, 2612, 2709, 1952, 2674, 2746, 2344, 1966, 2565, 2298, 2244, 2738, 770, 2428, 923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5559735664099991\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5559735664099991, 89), (0.5581287440869984, 94), (0.5683270692758359, 122), (0.5711684848307239, 130)]\n", - "[(0.5044226932272473, 20), (0.5453991535585463, 60), (0.5559735664099991, 89), (0.5581287440869984, 94), (0.5683270692758359, 122), (0.5711684848307239, 130)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2362, 2007, 2240, 1963, 2683, 2193, 2665, 2636, 2473, 2651, 2727, 2449, 2213, 2688, 2528, 1952, 2713, 2540, 1963, 2847, 2688, 1279, 2798, 2565, 2172, 2708, 2329, 2334, 1905, 2473, 2790, 2742, 2498, 951, 303, 2155, 2536, 2788, 2141, 2700, 2777, 2529, 1870, 1952, 2596, 2275, 2818, 2128, 2791, 709, 2824, 2551, 2129, 2606, 2631, 2778, 2826, 2021, 2220, 2755]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5453991535585463\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5453991535585463, 60), (0.5559735664099991, 89), (0.5581287440869984, 94), (0.5683270692758359, 122), (0.5711684848307239, 130)]\n", - "[(0.5044226932272473, 20), (0.5453991535585463, 60), (0.5559735664099991, 89), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2702, 2646, 2243, 2810, 2674, 2704, 2410, 2635, 2612, 2720, 2818, 2508, 2172, 2021, 803, 2623, 2157, 2713, 2747, 2550, 2570, 2848, 2741, 2565, 1966, 1683, 2331, 2656, 2596, 1963, 1811, 2850, 2506, 2056, 1952, 2843, 2435, 2829, 2838, 2709, 2804, 2737, 2221, 2714, 2796, 2586, 2656, 2700, 2526, 2536, 2135, 1919, 2222, 2822, 2267, 2131, 1401, 2030, 2798, 2021, 2362, 2755, 2738, 2644, 2784, 2612, 2843, 2526, 303, 2729, 2708, 2816, 2849, 2801, 2415, 2749, 2430, 2768, 2841, 2752, 2025, 2740, 2082, 2822, 2714, 727, 2112, 2528, 303, 803, 2128, 2635, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850690755814095\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 94\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5453991535585463, 60), (0.5559735664099991, 89), (0.5850690755814095, 94)]\n", - "[(0.5044226932272473, 20), (0.5319051770664674, 32), (0.5453991535585463, 60), (0.5559735664099991, 89), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2596, 2635, 2752, 2369, 2635, 2788, 2719, 2369, 2713, 2656, 2758, 2572, 2334, 2566, 2101, 2586, 2572, 2741, 2430, 2550, 2449, 2482, 2840, 951, 2129, 2788, 2845, 2656, 2456, 2235, 1789, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5319051770664674\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 0\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5319051770664674, 32), (0.5453991535585463, 60), (0.5559735664099991, 89), (0.5850690755814095, 94)]\n", - "[(0.5044226932272473, 20), (0.5319051770664674, 32), (0.5453991535585463, 60), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2540, 2030, 2224, 2275, 2713, 2167, 2468, 2430, 2093, 2743, 2428, 2787, 2795, 2628, 2844, 1033, 2503, 2529, 2809, 2240, 2775, 803, 2813, 2838, 2694, 2771, 2539, 2768, 2752, 1689, 2006, 2845, 303, 2704, 2685, 2773, 1870, 2449, 2473, 2825, 2228, 2577, 2577, 2746, 2527, 727, 2334, 2773, 2702, 2809, 839, 2813, 2286, 2709, 2138, 2712, 1207, 2112, 2685, 2773, 2606, 2432, 2742, 709, 2101, 2847, 2572, 2244, 2712, 1927, 2749, 2091, 2529, 2791, 2801, 2327, 2848, 2526, 388, 2768, 2809, 2788, 2586, 303, 2490, 2548, 2788, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5698631675861278\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5044226932272473, 20), (0.5319051770664674, 32), (0.5453991535585463, 60), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5044226932272473, 20), (0.5319051770664674, 32), (0.5453991535585463, 60), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2817, 2825, 2839, 2740, 2574, 2737, 2757, 2655, 2329, 2824, 2157, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4660837307896131\n", - "Coverage: 0.91015625\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5044226932272473, 20), (0.5319051770664674, 32), (0.5453991535585463, 60), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5044226932272473, 20), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2565, 2410, 1927, 2794, 1811, 1870, 2430, 2836, 2526, 2795, 2788, 2752, 762, 2729, 2572, 2147, 2193, 2819, 2135, 2845, 2595, 2536, 2800, 2656, 2129, 1880, 1905, 2298, 2581, 303, 2725, 2791, 2503, 1789, 1033, 2741, 2682, 2849, 2613, 2435, 303, 2845, 2129, 2360, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.550538611259674\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5044226932272473, 20), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5044226932272473, 20), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2240, 2707, 2157, 2734, 2141, 2155, 2845, 2846, 2275, 2846, 2833, 2835, 2683, 2329, 2286, 2788, 2814, 2639, 2244, 1880, 2344, 2385, 2056, 2846, 2776, 2704, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5266643710666481\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5044226932272473, 20), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2144, 2700, 2613, 2289, 2845, 1789, 2565, 2056, 2410, 2529, 2012, 2798, 2809, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5074045311236962\n", - "Coverage: 0.98125\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [839, 2649, 2790, 2639, 2698, 2327, 2803, 2647, 39, 303, 2761, 2597, 2240, 2415, 1774, 2131, 2789, 2674, 2713, 2788, 2837, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5210254982550998\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2683, 2385, 2798, 2814, 2702, 2729, 1279, 951, 2360, 2141, 2706, 2007, 2822, 2791, 2570, 2213, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5154452365078551\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 0\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5620056217779178, 69), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2804, 2764, 2548, 2596, 2138, 1905, 2725, 1905, 2790, 2813, 839, 1905, 2286, 2506, 2835, 2742, 1351, 2141, 2224, 1512, 2697, 797, 2286, 2243, 1942, 2834, 2850, 2789, 1919, 2727, 2665, 2574, 2787, 2790, 2527, 2329, 2817, 2360, 2362, 835, 2385, 2797, 2157, 1774, 2597, 388, 2715, 1740, 2743, 1870, 2613, 2674, 1351, 2804, 2738, 2845, 2527, 2747, 2157, 2665, 2834, 2725, 2734, 2526, 2430, 2082, 2092, 2599, 2329]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5620056217779178\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.550538611259674, 45), (0.5620056217779178, 69), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5620056217779178, 69), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2801, 2331, 1689, 2761, 2141, 2683, 2743, 2744, 2497, 2844, 2236, 2244, 2778, 2729, 2240, 1952, 2006, 2844, 2834, 2791, 2656, 2240, 2839, 2719, 2850, 2021, 727, 2818, 2735, 2715, 2135, 2561, 2615, 2614, 2220, 1880, 1966, 1279, 2689, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5383633837144274\n", - "Coverage: 0.9875\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5210254982550998, 22), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5620056217779178, 69), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5620056217779178, 69), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2056, 2091, 2849, 303, 2030, 2611, 39, 1401, 2056, 2021, 2796, 2719, 1207, 2344, 2415, 2725, 2843, 2778, 2093, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5262992729785898\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5620056217779178, 69), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5620056217779178, 69), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2006, 1870, 2655, 2240, 2007, 2800, 303, 2428, 2384, 2741, 2697, 2301, 2850, 2771, 2814, 2804, 2612, 2840, 2240, 2844, 2517, 2528, 2636, 2847, 770, 2739, 2551, 2529, 2007, 2740, 2794, 2561, 2822, 2803, 2025, 2240, 2689, 2527, 2725, 2795, 2092, 957, 2683, 2848, 2635, 2473, 1401, 2837, 2224, 2539, 2840, 2826, 2796, 2761, 2727, 2800, 2698, 2540, 2459, 2749, 2344, 2749, 2236, 2565, 2224, 2539, 2415, 2729, 2771, 2800, 2845, 2362, 2597, 2298, 2757, 2844, 2331, 2741, 2415, 2006, 2803, 2491, 2286, 2516, 2611, 2595, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.569578659711487\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5620056217779178, 69), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5505434955150325, 62), (0.5620056217779178, 69), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1689, 2175, 2141, 2651, 2647, 2224, 2586, 2410, 2548, 951, 2599, 2365, 2506, 1880, 2574, 2497, 2503, 1905, 2508, 2768, 2129, 2432, 2565, 2410, 2129, 2698, 2787, 2711, 2329, 2360, 2842, 2593, 2636, 2092, 2530, 2649, 2841, 2410, 2707, 1870, 2773, 2719, 2773, 2144, 2826, 2235, 2141, 797, 2202, 2632, 1979, 2240, 2006, 2689, 2175, 2761, 2706, 2344, 2804, 1683, 2572, 2449]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5505434955150325\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5505434955150325, 62), (0.5620056217779178, 69), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1689, 1774, 2712, 2697, 2801, 2850, 2656, 2298, 2819, 2816, 1689, 2842, 2813, 2236, 2727, 2632, 2599, 1279, 803, 2595, 2432, 2614, 2172, 1880, 2841, 2707, 2021, 2779, 2566, 631, 2847, 2167, 2528, 631, 2798, 1740, 1942, 2369, 2007, 2362, 2838, 2727, 2432, 2131, 2329, 2131, 2764, 2796, 770, 1207, 2818, 2508, 2369, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5664099990475702\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.550538611259674, 45), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1811, 2813, 2172, 2711, 2410, 709, 2449, 2240, 2574, 1689, 2128, 2572, 2449, 839, 2704, 2213, 2849, 2025, 2129, 2526, 1966, 2810, 2267, 2737, 2715, 923, 39, 1401, 2755, 2410, 2613, 2646, 923, 762, 2841, 2823, 2688, 388, 2221, 1966, 2727, 2825, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5570908398232877\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5266643710666481, 27), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2800, 2128, 2685, 2742, 2235, 2612, 803, 2385, 2615, 2092, 2030, 2167, 839, 2516, 1963, 2551, 2410, 2056, 2651, 1963, 1952, 2224, 2193, 2275, 2329, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288940336378667\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2750, 2749, 2301, 2707, 762, 2735, 2344, 2833, 1279, 2468, 957, 2243, 2289, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4750854134155842\n", - "Coverage: 0.98125\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5383633837144274, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2240, 2828, 2829, 2193, 2739, 2286, 2689, 2800, 2498, 770, 2744, 2384, 1919, 2824, 2665, 2482, 2850, 2548, 2593, 2661, 2797, 1033, 2612, 1963, 2240, 2536, 2508, 2817, 923, 2771, 2175, 2649, 2536, 2843, 2410, 2520, 2428, 2482, 1207, 2661]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5453283318558461\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.569578659711487, 87), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.5696055231159596, 83), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2327, 2837, 2491, 2082, 2727, 2526, 2021, 2612, 2700, 2157, 2006, 1905, 2172, 2240, 2636, 2789, 2128, 2824, 2837, 2649, 2844, 2635, 2818, 2775, 2768, 2286, 2848, 709, 2824, 2848, 2623, 2694, 2732, 2843, 2732, 2613, 2243, 2683, 2235, 2636, 2141, 2623, 2822, 2635, 2093, 2644, 1905, 2490, 2702, 2222, 2597, 2344, 2623, 2135, 2803, 1979, 2235, 2825, 2012, 1740, 2056, 2516, 2244, 2755, 2138, 2623, 2850, 1683, 2157, 1905, 2761, 2817, 835, 631, 2738, 2737, 2147, 2456, 2822, 1789, 2012, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5696055231159596\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.5696055231159596, 83), (0.5698631675861278, 88), (0.5850690755814095, 94)]\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2144, 2647, 2228, 797, 2842, 2698, 2551, 2369, 2490, 2702, 1740, 2331, 2644, 2639, 2842, 2147, 2172, 303, 2727, 2833, 2144, 2456, 2131, 2497, 2847, 2749, 2135, 2768, 1683, 1963, 2674, 2804, 2430, 2193, 1952, 2833, 2840, 2275, 2007, 1811, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2683, 2430, 2797, 2840, 2240, 2144, 2362, 2334, 2526, 2331, 1207, 2813, 2777, 1919, 2007, 2456, 2839, 2665, 2473, 2833, 2779, 2243, 2577, 2776, 2539, 2742, 797, 2527, 1689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5800150923490582\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.43447527223618304, 11), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2006, 2764, 2614, 2719, 2613, 2788, 2213, 2762, 1401, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.43447527223618304\n", - "Coverage: 0.809375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.43447527223618304, 11), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5664099990475702, 54), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.43447527223618304, 11), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2435, 2490, 2762, 2570, 39, 2655, 2649, 2708, 2749, 2631, 1033, 2836, 2385, 2101, 2548, 1207, 2689, 2224, 2101, 2800, 2845, 2012, 2221, 2362, 2526, 2384, 2651, 2611, 2410, 2700, 2551, 2572, 2056, 2101, 2385, 2744, 2129, 2497, 2581, 2704, 1689, 2025, 2636, 2715, 2327, 2131, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5669362775624636\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.43447527223618304, 11), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2661, 2751, 2735, 2410, 2741, 2193, 2244, 2734]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4466248574407967\n", - "Coverage: 0.93515625\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 1942, 2213, 2599, 2845, 1979, 2410, 2685, 2007, 2175, 1774, 2175, 2012, 2596, 2798, 1351, 2240, 2615, 2092, 2327, 2833, 2430, 1512, 2727, 2737, 2646, 2329, 2428, 2344, 2222, 2112, 2816, 2715, 2784, 2606, 2289, 2847, 2702, 2719, 2771, 2503, 770, 2141, 303, 2530, 2674, 2565, 2825, 2702, 2714, 2708, 2741, 2753, 2795, 2286, 2172, 2683, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5681072777846972\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5319051770664674, 32), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2796, 2267, 2720, 2491, 2694, 2746, 2129, 2725, 2727, 2810, 797, 2606, 2842, 2742, 1811, 2709, 2517, 1740, 2800, 1822, 2743, 2193, 2689, 2788, 2365, 1952, 2530, 2741, 1927]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5338881847420747\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2012, 2596, 2597, 2597, 2789, 2742, 2030, 1064, 1822, 2749, 2147, 1905, 2112, 2491, 631, 2784, 2813, 2432, 2606, 2850, 2762, 2360, 2632, 839, 2840, 2221, 1774, 2369, 2093, 2639, 2574, 2837, 2449, 2837, 2694, 2221, 2758, 2764, 2809, 2798, 2599, 1979, 2244, 2611, 1905, 2715, 2490, 2740, 2384, 2597, 2647, 2823, 2157, 2112, 2651, 2743, 2651, 2635, 2491, 2240, 2803, 2428, 1689, 2632, 1870, 770, 2410, 2803, 2286, 2776, 2646, 2384, 2334, 2428, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5736118335738829\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2298, 2846, 2848, 1811, 1905, 2814, 2430, 1905, 2689, 2636, 2842, 2816, 2129, 2428, 2823, 2528, 2715, 1279, 2647, 2758, 2597, 2790, 2131, 2267, 2473, 2836, 2762, 2639, 2167, 2548, 1683, 1979, 2635, 2702, 2193, 2561, 2725, 2432, 2224, 2841, 2615, 923, 2791, 2787, 2220, 2840, 2787, 951, 2714, 2329, 2707, 2468, 2834, 2771, 1963, 2845, 2490, 2632, 1774, 2741, 2834, 2128, 2092, 2704, 2628, 2172, 1279, 2735, 2428, 2834, 2844, 1919, 2128, 2838, 2468, 2459, 835, 2711, 2243, 2775, 2798, 2739, 2056, 2845, 1740, 2526, 2750, 2491, 2243, 2737, 631, 2093, 2843, 2331, 957, 2838, 2700, 2729, 1064, 1963, 2539, 2327, 2843, 2850, 2819, 2243, 2506, 2737, 2030, 2286, 1064, 770, 2138, 2599, 2834, 2202, 2656, 2656, 2056, 2835, 2837, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5862022228246138\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 123\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [303, 2497, 2468, 2157, 2729, 2327, 2606, 2385, 1064, 2825, 2021, 2172, 2835, 2845, 1279, 2611, 2768, 2732, 2561, 2719, 2639, 2012, 2101, 2694, 2147, 2586, 2737, 2551, 2843, 803, 2167, 2082, 2527, 2768, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5421547869365706\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 0\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.571555562067896, 67), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2435, 2490, 2762, 2570, 39, 2649, 2708, 2749, 1033, 2836, 2101, 2101, 2845, 2012, 2221, 2362, 2384, 2651, 2611, 2410, 2700, 2056, 2101, 2385, 2744, 2581, 2704, 1689, 2025, 2715, 2131, 303, 1683, 1952, 1963, 2021, 2030, 2082, 2112, 2135, 2157, 2222, 2243, 2267, 2430, 2506, 2508, 2528, 2586, 2596, 2702, 2713, 2738, 2740, 2741, 2768, 2796, 2804, 2829, 2839, 2841, 2848, 2849, 2850, 2655, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.571555562067896\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.571555562067896, 67), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.571555562067896, 67), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2030, 2611, 39, 2056, 2719, 1207, 2344, 2843, 2093, 2236, 770, 1919, 1963, 2175, 2193, 2240, 2286, 2384, 2536, 2593, 2649, 2661, 2665, 2689, 2797, 2800, 2824, 2829, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5369335179581859\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 0\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.571555562067896, 67), (0.5736118335738829, 75), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 797, 2842, 2698, 2551, 2369, 2490, 2702, 1740, 2331, 2842, 303, 2727, 2144, 2749, 2768, 1683, 2674, 2804, 2430, 2193, 1952, 2833, 1811, 2713, 2768, 2747, 2432, 2702, 2839, 2430, 2797, 2840, 2144, 2362, 2334, 2331, 1207, 2007, 2456, 2839, 2665, 2833, 2243, 2776, 2539, 2742, 797, 2527, 1689, 1822, 1927, 2129, 2267, 2365, 2694, 2741, 2788, 2796, 2800, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5755838516749333\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2720, 2491, 2746, 2725, 2727, 2810, 797, 2606, 2842, 2742, 1811, 2709, 2517, 1740, 2743, 2193, 2689, 1952, 2530, 1919, 1963, 2007, 2131, 2135, 2144, 2147, 2172, 2228, 2240, 2275, 2456, 2473, 2497, 2526, 2577, 2639, 2644, 2683, 2777, 2779, 2813, 2833, 2840, 2847, 2520, 2685, 2141]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5646052666925532\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.4660837307896131, 12), (0.4750854134155842, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2735, 2410, 2193, 1279, 2007, 2213, 2360, 2385, 2702, 2706, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48273049411569335\n", - "Coverage: 0.9328125\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681072777846972, 59), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2435, 2490, 2762, 2570, 39, 2649, 2708, 2749, 2631, 1033, 2836, 2385, 2101, 2548, 1207, 2689, 2224, 2101, 2800, 2845, 2012, 2221, 2362, 2526, 2384, 2651, 2611, 2410, 2700, 2551, 2572, 2056, 2101, 2385, 2744, 2129, 2497, 2581, 2704, 1689, 2025, 2636, 2715, 2327, 2131, 2527, 923, 2761, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5681878679981147\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5324216870706434, 28), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2739, 2286, 2800, 2498, 2384, 2665, 2548, 2797, 2612, 2240, 2536, 2508, 2817, 923, 2175, 2536, 2410, 2482, 2661, 1789, 1966, 2012, 2529, 2565, 2700, 2809, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5324216870706434\n", - "Coverage: 0.99375\n", - "Birth Iteration: 0\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5324216870706434, 28), (0.5338881847420747, 29), (0.5369335179581859, 30), (0.5421547869365706, 35), (0.5453283318558461, 40), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5324216870706434, 28), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2762, 2570, 39, 2655, 2649, 2749, 2385, 1207, 2689, 2101, 2800, 2611, 2410, 2700, 2101, 2385, 2497, 2715, 2131, 303, 2021, 2030, 2091, 2093, 2344, 2725, 2822, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5501295548733879\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5288940336378667, 26), (0.5324216870706434, 28), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5295595134304811, 24), (0.5324216870706434, 28), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2144, 2700, 2613, 2289, 2845, 1789, 2565, 2056, 2410, 2529, 2012, 2798, 2809, 2803, 2244, 2661, 2734, 2735, 2193, 2751, 2741, 2746, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5295595134304811\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5295595134304811, 24), (0.5324216870706434, 28), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5295595134304811, 24), (0.5324216870706434, 28), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2144, 2700, 2613, 2289, 2845, 1789, 2565, 2056, 2529, 2012, 2798, 2809, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4977153895559968\n", - "Coverage: 0.98125\n", - "Birth Iteration: 0\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5295595134304811, 24), (0.5324216870706434, 28), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2700, 2613, 2056, 2410, 2798, 2809, 797, 1811, 1952, 2267, 2517, 2530, 2689, 2720, 2725, 2741, 2743, 2746, 2788, 2796, 2800, 2810, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5349944685808063\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2817, 2574, 2737, 2757, 2329, 2157, 1064, 1905, 1919, 2030, 2056, 2093, 2128, 2129, 2138, 2167, 2172, 2202, 2327, 2428, 2430, 2459, 2468, 2473, 2506, 2528, 2599, 2615, 2636, 2639, 2656, 2702, 2704, 2711, 2714, 2715, 2725, 2735, 2739, 2758, 2762, 2771, 2775, 2787, 2790, 2791, 2798, 2823, 2835, 2836, 2838, 2842, 2844, 2850, 2228, 923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5729732171857409\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5154452365078551, 18), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2707, 762, 2833, 2468, 2243, 2289, 2847, 1789, 1966, 2012, 2056, 2410, 2565, 2700, 2798, 2845]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5196334854778877\n", - "Coverage: 0.9625\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.553143140429668, 42), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2240, 2829, 2739, 2286, 770, 2824, 2665, 2482, 2661, 2797, 1033, 2612, 1963, 2240, 2536, 2817, 923, 2771, 2649, 2536, 2843, 2410, 2428, 2482, 2661, 39, 762, 1689, 1811, 1966, 2025, 2128, 2172, 2572, 2574, 2613, 2688, 2715, 2727, 2810, 2822, 2757]\n", - "Fitness: 1.0\n", - "Accuracy: 0.553143140429668\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.553143140429668, 42), (0.5570908398232877, 43), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2813, 2711, 2410, 709, 2449, 2240, 2449, 839, 2213, 2849, 2129, 2526, 2267, 2737, 923, 1401, 2755, 2410, 2646, 923, 2841, 2823, 388, 2221, 1966, 2825, 1207, 1919, 2193, 2384, 2498, 2508, 2520, 2548, 2593, 2689, 2744, 2800, 2828, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.557681834721683\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2800, 2742, 2235, 2385, 2615, 839, 2516, 2056, 2651, 1963, 1952, 2193, 2275, 2329, 1740, 1811, 1822, 2129, 2365, 2530, 2689, 2694, 2725, 2727, 2743, 2746, 2788, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5369176441282704\n", - "Coverage: 0.97734375\n", - "Birth Iteration: 0\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5646052666925532, 47), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 39, 2655, 2749, 1033, 2548, 1207, 2689, 2224, 2101, 2800, 2221, 2526, 2651, 2611, 2410, 2551, 2572, 2101, 2385, 2129, 2497, 2581, 2704, 1689, 2025, 2636, 2715, 2327, 388, 762, 923, 1811, 2172, 2240, 2267, 2449, 2711, 2810, 2823, 2841, 2849, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5652927256342817\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 94), (0.5862022228246138, 123)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2702, 2646, 2243, 2810, 2674, 2704, 2410, 2635, 2612, 2720, 2818, 2508, 2172, 2021, 803, 2623, 2157, 2713, 2550, 2570, 2848, 2741, 2565, 1966, 1683, 2331, 2656, 2596, 1963, 1811, 2850, 2506, 2056, 1952, 2843, 2435, 2829, 2838, 2709, 2804, 2737, 2221, 2714, 2796, 2586, 2656, 2700, 2526, 2536, 2135, 1919, 2222, 2822, 2267, 2131, 1401, 2030, 2798, 2021, 2362, 2755, 2738, 2644, 2612, 2843, 2526, 303, 2729, 2708, 2816, 2849, 2801, 2415, 2749, 2430, 2768, 2841, 2752, 2025, 2740, 2082, 2822, 2714, 727, 2112, 2528, 303, 803, 2128, 2635, 2838, 2839, 2490, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5872657694289573\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 94\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 2702, 1740, 2331, 2644, 2639, 2842, 2147, 2172, 303, 2727, 2833, 2144, 2456, 2131, 2497, 2847, 2749, 2135, 2768, 1683, 1963, 2674, 2804, 2430, 2193, 1952, 2833, 2840, 2275, 2007, 1811, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2683, 2430, 2797, 2840, 2240, 2144, 2362, 2334, 2526, 2331, 1207, 2813, 2777, 1919, 2007, 2456, 2839, 2665, 2473, 2833, 2779, 2243, 2577, 2776, 2539, 2742, 797, 2527, 1689, 835, 2845, 2704]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850690755814095\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.489132531827029, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2144, 2700, 2613, 2289, 1789, 2565, 2529, 2798, 2803, 951, 2791, 2822, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.489132531827029\n", - "Coverage: 0.98125\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.489132531827029, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.489132531827029, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5694016054547364, 52), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2700, 2613, 2289, 2565, 2056, 2410, 2529, 2809, 2803, 303, 803, 1683, 2021, 2025, 2030, 2112, 2128, 2135, 2172, 2222, 2243, 2267, 2331, 2430, 2506, 2526, 2528, 2536, 2550, 2586, 2612, 2635, 2644, 2674, 2708, 2729, 2737, 2740, 2741, 2747, 2752, 2755, 2796, 2801, 2816, 2839, 2841, 2843, 2848, 2849, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5694016054547364\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.489132531827029, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5652927256342817, 43), (0.5669362775624636, 48), (0.5681878679981147, 50), (0.5694016054547364, 52), (0.5729732171857409, 56), (0.5755838516749333, 61), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.489132531827029, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5779685893537886\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.489132531827029, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2694, 2725, 2810, 2606, 2842, 2193, 2689, 1952, 2530, 2157, 2757, 2817, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49333177037161857\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5074045311236962, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2091, 2849, 303, 2030, 1401, 2056, 2796, 2344, 2725, 2843, 2778, 2236, 2751, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5085059307070692\n", - "Coverage: 0.95703125\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2056, 2091, 2849, 303, 39, 1401, 2056, 2021, 2796, 2719, 1207, 2344, 2415, 2725, 2843, 2778, 2093, 2236, 2771]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5245751308369904\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 1\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2344, 2498, 2548, 2497, 2415, 2632]\n", - "Fitness: 1.0\n", - "Accuracy: 0.39888248237394347\n", - "Coverage: 0.87265625\n", - "Birth Iteration: 1\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5369176441282704, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2800, 2385, 2615, 2516, 1963, 1952, 2193, 2275, 1811, 2365, 2689, 2694, 2725, 2746, 2788, 2842, 303, 2021, 2030, 2091, 2101, 2131, 2220, 2410, 2570, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5420680914039547\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 1\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2762, 39, 2655, 2649, 2749, 2385, 1207, 2689, 2101, 2800, 2611, 2700, 2101, 2385, 2497, 2715, 2131, 303, 2021, 2030, 2091, 2093, 2344, 2725, 2822, 2220, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.546907167400526\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4466248574407967, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2735, 2410, 2193, 2007, 2385, 2798, 2244, 2751, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.461337455644856\n", - "Coverage: 0.88671875\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.48273049411569335, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2661, 2735, 2410, 2741, 2193, 2734, 1279, 2213, 2360, 2702, 2706]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4887503388452155\n", - "Coverage: 0.95859375\n", - "Birth Iteration: 1\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5349944685808063, 23), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2056, 2091, 2849, 303, 2030, 2611, 39, 1401, 2056, 2021, 2344, 2725, 2093, 2236, 2193, 2213, 2385, 2706, 2735, 2746, 1870]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5366709892326591\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.4977153895559968, 14), (0.5085059307070692, 15), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [762, 2468, 2289, 1789, 1966, 2012, 2056, 2410, 2565, 2700, 2798, 2845, 2144, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5116477279665136\n", - "Coverage: 0.98125\n", - "Birth Iteration: 1\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5800150923490582, 76), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2842, 2698, 2551, 2369, 2490, 2702, 2842, 2172, 303, 2727, 2144, 2456, 2131, 2847, 2749, 2135, 2768, 1963, 2804, 2430, 2193, 1952, 2833, 2840, 2007, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2683, 2430, 2840, 2144, 2331, 1207, 1919, 2007, 2456, 2839, 2833, 2577, 2776, 2527, 2845, 2704, 770, 1351, 1774, 2129, 2175, 2222, 2289, 2410, 2503, 2530, 2548, 2651, 2685, 2719, 2737, 2739, 2798, 2836, 2795, 2516]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5826196215190522\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5501295548733879, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2056, 2091, 39, 1401, 2056, 2021, 2719, 2725, 2843, 2778, 2093, 1740, 1811, 1822, 1952, 1963, 2129, 2193, 2235, 2365, 2385, 2615, 2651, 2694, 2746, 2800, 2842, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5509195831776477\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 1\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2751, 2741, 2193, 2734, 303, 1683, 1689, 1963, 2131, 2144, 2172, 2228, 2243, 2275, 2362, 2369, 2430, 2456, 2473, 2497, 2539, 2551, 2639, 2674, 2683, 2698, 2702, 2727, 2742, 2747, 2777, 2779, 2804, 2813, 2842, 2344, 2593]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5567745842888158\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5245751308369904, 20), (0.5262992729785898, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2725, 2193, 2689, 1952, 2530, 2157, 2824, 1207, 2021, 2091, 2131, 2220, 2385, 2570, 2655, 2715, 2749, 2762, 2822, 2729]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5272871136248745\n", - "Coverage: 0.975\n", - "Birth Iteration: 1\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49333177037161857, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2056, 2021, 2344, 2415, 2725, 2843, 2778, 2236, 1952, 2193, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49658712656815124\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 1\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2694, 2725, 2810, 2606, 2842, 2689, 2530, 2157, 2757, 2817, 39, 303, 1207, 1401, 2030, 2056, 2091, 2093, 2719, 2796, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5355586000747291\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 1\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2702, 2646, 2243, 2810, 2674, 2704, 2410, 2635, 2612, 2720, 2818, 2508, 2172, 2021, 803, 2623, 2157, 2713, 2550, 2570, 2848, 2741, 2565, 1966, 1683, 2331, 2656, 2596, 1963, 1811, 2850, 2506, 2056, 1952, 2843, 2435, 2829, 2838, 2709, 2804, 2737, 2221, 2714, 2796, 2586, 2656, 2700, 2526, 2536, 2135, 1919, 2822, 2267, 2131, 1401, 2030, 2798, 2021, 2362, 2755, 2738, 2644, 2612, 2843, 2526, 303, 2729, 2708, 2816, 2849, 2801, 2415, 2749, 2430, 2768, 2841, 2752, 2025, 2740, 2082, 2822, 2714, 727, 2112, 2528, 303, 803, 2128, 2635, 2838, 2839, 2490, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5857833979276104\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 93\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2735, 2410, 2193, 2244, 2360, 2385, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4348733390479121\n", - "Coverage: 0.8953125\n", - "Birth Iteration: 1\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2685, 1774, 2175, 2798, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730916603781879\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5420680914039547, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2144, 2289, 2056, 2410, 2798, 2809, 2803, 388, 709, 839, 923, 1919, 2129, 2193, 2213, 2240, 2449, 2548, 2646, 2711, 2744, 2800, 2813, 2823, 2825, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5438899186527271\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 1\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.557681834721683, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2661, 2735, 2410, 2741, 2193, 1279, 2702, 2706, 303, 1351, 1919, 1963, 2129, 2131, 2135, 2175, 2369, 2490, 2503, 2516, 2527, 2551, 2577, 2683, 2685, 2698, 2704, 2739, 2747, 2749, 2768, 2798, 2804, 2836, 2839, 2842, 2845, 2847, 2220, 2091]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5591483323931141\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 2\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5218839061343805, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2694, 2725, 2530, 2157, 2757, 2817, 1207, 1401, 2030, 2056, 2091, 2719, 2796, 2193, 2360, 2385, 2702, 2735, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5218839061343805\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 2\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.461337455644856, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5218839061343805, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5218839061343805, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2410, 2244, 39, 2093, 2606, 2689, 2810, 2842, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4789317645105121\n", - "Coverage: 0.9671875\n", - "Birth Iteration: 2\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5196334854778877, 17), (0.5218839061343805, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2007, 2385, 2798, 2751, 957, 1207, 2021, 2030, 2093, 2131, 2220, 2344, 2725, 2749, 2762, 2800, 2655]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5225823546506658\n", - "Coverage: 0.9578125\n", - "Birth Iteration: 2\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2193, 2734, 303, 1683, 2131, 2144, 2172, 2228, 2243, 2275, 2362, 2369, 2473, 2497, 2539, 2551, 2683, 2702, 2742, 2747, 2777, 2779, 2804, 2813, 2344, 2593, 2706, 2735, 2220, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5550882951262458\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2144, 2289, 2056, 2410, 2798, 2809, 2803, 388, 709, 839, 923, 1919, 2193, 2213, 2240, 2449, 2548, 2646, 2711, 2744, 2800, 2813, 2823, 2825, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5409789024589784\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 2\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2751, 2741, 2193, 2734, 303, 1683, 1689, 1963, 2131, 2144, 2172, 2228, 2243, 2275, 2362, 2369, 2430, 2456, 2473, 2497, 2539, 2551, 2639, 2674, 2683, 2698, 2702, 2727, 2742, 2747, 2777, 2779, 2804, 2813, 2842, 2344, 2593, 1880, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56440134903133\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5872657694289573, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5874269498557924, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2702, 2646, 2243, 2674, 2704, 2410, 2635, 2612, 2720, 2818, 2508, 2172, 2021, 803, 2623, 2157, 2713, 2550, 2570, 2848, 2741, 2565, 1966, 1683, 2331, 2656, 2596, 1963, 1811, 2850, 2506, 2056, 1952, 2843, 2435, 2829, 2838, 2709, 2804, 2737, 2221, 2714, 2796, 2586, 2656, 2700, 2526, 2536, 2135, 1919, 2222, 2822, 2267, 2131, 1401, 2030, 2798, 2021, 2362, 2755, 2738, 2644, 2612, 2843, 2526, 303, 2729, 2708, 2816, 2849, 2801, 2415, 2749, 2430, 2768, 2841, 2752, 2025, 2740, 2082, 2822, 2714, 727, 2112, 2528, 303, 803, 2128, 2635, 2838, 2839, 2490, 2746, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5874269498557924\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 94\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5874269498557924, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5874269498557924, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2056, 2021, 2344, 2725, 2236, 1952, 2193, 303, 1870, 2093, 2385, 2735, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5142095199021195\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 2\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5857833979276104, 93), (0.5874269498557924, 94)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 2702, 1740, 2331, 2644, 2639, 2842, 2147, 2172, 303, 2727, 2833, 2144, 2456, 2131, 2497, 2847, 2749, 2135, 2768, 1683, 1963, 2674, 2804, 2430, 2193, 1952, 2833, 2840, 2275, 2007, 1811, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2683, 2430, 2797, 2840, 2240, 2144, 2362, 2334, 2526, 2331, 1207, 2813, 2777, 1919, 2007, 2456, 2839, 2665, 2473, 2833, 2779, 2243, 2577, 2776, 2539, 2742, 797, 2527, 1689, 835, 2845, 2704, 2468, 2565, 2056, 2410, 2700, 1966, 2798, 2289, 2707, 762, 2012, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58951619008545\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.56440134903133, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2468, 2243, 2847, 1966, 2012, 2056, 2845, 835, 1683, 1689, 1811, 1919, 1963, 2135, 2144, 2172, 2193, 2275, 2331, 2334, 2362, 2369, 2430, 2432, 2456, 2551, 2577, 2647, 2665, 2698, 2713, 2727, 2742, 2768, 2777, 2779, 2839, 2842, 388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5673343443741925\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 39, 2056, 2725, 2843, 2778, 2093, 1740, 1822, 2129, 2193, 2365, 2385, 2694, 2800, 2762, 2344, 2842, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5242417804087633\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 2\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.546907167400526, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 39, 2655, 2649, 2749, 2385, 1207, 2689, 2800, 2611, 2700, 2101, 2385, 2715, 2131, 2021, 2030, 2091, 2093, 2344, 2725, 2822, 2220, 957, 1952, 2193, 2570, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5501136810434724\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5366709892326591, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2694, 2725, 2842, 2530, 2157, 2817, 39, 1207, 1401, 2030, 2056, 2091, 2093, 2719, 2849, 1740, 1952, 2129, 2193, 2746, 2778, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5378468737102513\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 2\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5567745842888158, 39), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2651, 1774, 2175, 2798, 2327, 2727, 2737, 2715, 2719, 2530, 2702, 2708, 2753, 2172, 2683, 39, 2129, 2385, 2548, 2581, 2749, 2762, 1512, 1401, 1811, 1952, 1963, 2021, 2056, 2091, 2093, 2193, 2365, 2615, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5589175513274185\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591483323931141, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2694, 2725, 2810, 2606, 2842, 2689, 2530, 2157, 2757, 2817, 39, 303, 1207, 1401, 2030, 2056, 2091, 2093, 2719, 2796, 2849, 2828, 2193, 1811, 2843, 1822, 1952, 1963, 2615, 2746, 2235, 2365, 2762, 1740, 2129, 2385, 2778, 2651, 2021, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.563299949447957\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 2\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5501136810434724, 28), (0.5509195831776477, 29), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2694, 2725, 2810, 2842, 2689, 2757, 2817, 39, 303, 1207, 1401, 2056, 2091, 2093, 2719, 2849, 1811, 1822, 1963, 2129, 2193, 2385, 2615, 2778, 2828, 2843, 2709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5523860808490789\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 2\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5409789024589784, 25), (0.5438899186527271, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2091, 39, 1401, 2056, 2021, 2719, 2725, 2093, 1740, 1952, 2235, 2365, 2651, 2694, 2746, 2800, 2842, 2030, 2157, 2530, 2606, 2796]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5480622937928441\n", - "Coverage: 0.9875\n", - "Birth Iteration: 2\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2751, 2741, 2193, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2007, 2244, 2385, 2410, 2735, 2468, 2795]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5510758793491242\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 2\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4348733390479121, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2778, 1952, 2824, 1966, 2144, 2410, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4531209170677861\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 2\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5242417804087633, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [762, 2468, 2289, 1789, 2012, 2056, 2565, 2798, 2845, 2803, 2021, 2193, 2236, 2344, 2415, 2611, 2725, 2828, 2843]\n", - "Fitness: 1.0\n", - "Accuracy: 0.525681414675722\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 2\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [762, 1789, 2012, 2410, 2798, 2845, 2144, 1207, 2091, 2131, 2193, 2385, 2530, 2570, 2725, 2749, 2762, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5232808031669511\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 2\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2778, 1952, 2824, 303, 1870, 2193, 2344, 2385, 2735, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4828110843291109\n", - "Coverage: 0.9578125\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 2702, 1740, 2331, 2644, 2639, 2842, 2172, 2727, 2833, 2144, 2456, 2847, 2749, 2135, 2768, 1683, 1963, 2193, 2833, 2275, 1811, 2713, 2768, 2747, 2432, 2702, 2839, 2683, 2430, 2840, 2240, 2144, 2362, 2334, 2526, 2331, 1207, 2777, 1919, 2007, 2456, 2839, 2473, 2833, 2779, 2243, 2577, 2539, 2742, 797, 2527, 1689, 835, 2845, 388, 1966, 2468, 2615, 2574]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5806915617162296\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2468, 2056, 2410, 2565, 2700, 2798, 2845, 2144, 797, 1207, 1963, 2131, 2135, 2228, 2243, 2331, 2362, 2369, 2432, 2456, 2490, 2497, 2526, 2527, 2639, 2674, 2702, 2704, 2742, 2747, 2749, 2797, 2813, 2833, 2839, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5591593219676712\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.58951619008545, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 2702, 1740, 2331, 2644, 2639, 2842, 2147, 2172, 303, 2727, 2833, 2144, 2456, 2131, 2497, 2847, 2749, 2135, 2768, 1683, 1963, 2674, 2804, 2430, 2193, 1952, 2833, 2840, 2275, 2007, 1811, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2683, 2430, 2797, 2840, 2240, 2144, 2362, 2334, 2526, 2331, 1207, 2813, 2777, 1919, 2007, 2456, 2839, 2665, 2473, 2833, 2779, 2243, 2577, 2776, 2539, 2742, 797, 2527, 1689, 835, 2845, 2704, 2468, 2565, 2056, 2410, 2700, 1966, 2798, 2289, 2803, 762, 2012, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5902573758361234\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2734, 303, 1683, 2131, 2144, 2172, 2228, 2243, 2275, 2362, 2369, 2473, 2497, 2539, 2551, 2683, 2702, 2742, 2747, 2777, 2779, 2804, 2813, 2344, 2593, 2706, 2735, 2220, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5530686555354487\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5272871136248745, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2725, 2193, 1952, 2530, 2157, 1207, 2021, 2091, 2220, 2385, 2655, 2749, 39, 1401, 1740, 2030, 2056, 2746, 2800, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5280344046947463\n", - "Coverage: 0.975\n", - "Birth Iteration: 3\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4789317645105121, 10), (0.4828110843291109, 11), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2468, 2289, 2798, 2415, 2725, 2244, 2606, 2689, 2746, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4855658043513831\n", - "Coverage: 0.93203125\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2056, 2021, 2344, 2415, 2725, 2843, 2778, 2236, 1952, 2193, 2824, 770, 1774, 2092, 2129, 2131, 2141, 2222, 2289, 2551, 2581, 2646, 2651, 2655, 2683, 2685, 2702, 2727, 2737, 2749, 2753, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5553349500218571\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5510758793491242, 26), (0.5523860808490789, 27), (0.5530686555354487, 31), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2751, 2741, 2193, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2007, 2244, 2385, 2410, 2735, 2468, 2795, 2725]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5532994366011443\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 3\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2468, 2243, 2847, 1966, 2012, 2056, 2845, 835, 1683, 1689, 1811, 1919, 1963, 2135, 2144, 2172, 2193, 2275, 2331, 2334, 2362, 2369, 2430, 2456, 2551, 2577, 2647, 2665, 2698, 2713, 2727, 2742, 2768, 2777, 2779, 2839, 2842, 388, 303, 762, 797, 1789, 2228, 2240, 2473, 2490, 2497, 2527, 2539, 2639, 2674, 2683, 2702, 2707, 2776, 2797, 2798, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.578709775104462\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5850690755814095, 77), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2842, 2698, 2551, 2369, 1740, 2331, 2644, 2842, 2147, 2172, 2727, 2833, 2144, 2456, 2131, 2847, 2749, 2135, 2768, 1683, 1963, 2804, 2430, 2193, 1952, 2833, 2840, 2275, 2007, 1811, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2430, 2840, 2144, 2362, 2334, 2526, 2331, 1207, 2813, 2777, 1919, 2007, 2456, 2839, 2665, 2833, 2779, 2243, 2577, 2742, 1689, 835, 2845, 2704, 2468, 2565, 2056, 2410, 2700, 1966, 2289, 2012, 2819, 762, 2738]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5896773705122851\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.49658712656815124, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 2193, 1279, 2213, 1207, 1789, 2012, 2091, 2144, 2385, 2530, 2762, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5013248542660307\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 3\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2385, 2798, 2751, 957, 1207, 2021, 2030, 2093, 2220, 2344, 2725, 2749, 2762, 2800, 2655, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5165564046019454\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 3\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2193, 303, 1683, 2131, 2144, 2172, 2228, 2369, 2473, 2539, 2551, 2683, 2702, 2742, 2747, 2777, 2804, 2593, 2706, 770, 1207, 1774, 2129, 2135, 2222, 2289, 2331, 2384, 2430, 2527, 2530, 2548, 2685, 2698, 2719, 2768, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5608944536838275\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.4855658043513831, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 2236, 1952, 2093, 2410, 2778, 2824, 709, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48832052437365525\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 4\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2741, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2007, 2244, 2385, 2410, 2735, 2468, 2795, 2725, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5530039391519468\n", - "Coverage: 0.99375\n", - "Birth Iteration: 4\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5165564046019454, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2344, 2548, 957, 1207, 2021, 2030, 2093, 2220, 2385, 2685, 2725, 2749, 2762, 2798, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5167554380078099\n", - "Coverage: 0.9609375\n", - "Birth Iteration: 4\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5355586000747291, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5362411747610989, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2725, 2193, 1952, 2530, 2157, 1207, 2021, 2091, 2220, 2385, 2655, 2749, 39, 1740, 2030, 2056, 2746, 2800, 2849, 2175, 2775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5362411747610989\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 4\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5362411747610989, 21), (0.5378468737102513, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5362411747610989, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2056, 2021, 2344, 2725, 2843, 2778, 2236, 1952, 2193, 770, 1774, 2092, 2129, 2551, 2646, 2737, 303, 1870, 2093, 2611, 2794]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5382608143518959\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5362411747610989, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5806915617162296, 66), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5362411747610989, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2833, 2144, 2456, 2497, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 1952, 2833, 2840, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 797, 2527, 835, 2845, 2056, 2410, 1966, 2798, 2803, 762, 2012, 1870, 2093, 2236, 2611, 2735, 2738, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5810407859743723\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5232808031669511, 18), (0.525681414675722, 19), (0.5280344046947463, 20), (0.5362411747610989, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 957, 1207, 2220, 2749, 2800, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5371056879595779\n", - "Coverage: 0.971875\n", - "Birth Iteration: 4\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2498, 2193, 2410, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.36010393695403187\n", - "Coverage: 0.8265625\n", - "Birth Iteration: 4\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.563299949447957, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2468, 2243, 2847, 1966, 2012, 2056, 2845, 835, 1683, 1689, 1919, 1963, 2135, 2144, 2172, 2193, 2275, 2331, 2334, 2362, 2369, 2430, 2432, 2456, 2551, 2577, 2647, 2665, 2698, 2713, 2727, 2742, 2768, 2777, 2779, 2839, 2842, 388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5664319781966841\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 1952, 2093, 2410, 2778, 2824, 2138, 303, 1683, 2344, 2385, 2430, 2456, 2473, 2497, 2526, 2735, 2746, 2747, 2813, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5378957162638377\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 5\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 40), (0.5673343443741925, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 40), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2468, 2243, 1966, 2012, 2056, 2845, 835, 1683, 1689, 1919, 1963, 2135, 2144, 2172, 2193, 2275, 2331, 2334, 2362, 2369, 2430, 2432, 2456, 2551, 2577, 2647, 2665, 2698, 2713, 2727, 2742, 2768, 2777, 2779, 2839, 2842, 388, 1811, 2755]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5694773114127953\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 40), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2468, 2243, 2847, 1966, 2012, 2056, 835, 1683, 1689, 1919, 1963, 2135, 2144, 2172, 2193, 2275, 2331, 2334, 2362, 2369, 2430, 2432, 2456, 2551, 2577, 2647, 2665, 2698, 2713, 2727, 2742, 2768, 2777, 2779, 2839, 2842, 388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5664319781966841\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5591593219676712, 36), (0.5608944536838275, 38), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5600995411242091, 36), (0.5608944536838275, 38), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2193, 303, 2131, 2144, 2172, 2228, 2369, 2473, 2539, 2683, 2702, 2742, 2747, 2777, 2804, 2593, 2706, 770, 1207, 1774, 2129, 2135, 2222, 2289, 2331, 2384, 2430, 2527, 2530, 2548, 2685, 2698, 2719, 2768, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5600995411242091\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4887503388452155, 12), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5600995411242091, 36), (0.5608944536838275, 38), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5600995411242091, 36), (0.5608944536838275, 38), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 2236, 1952, 2093, 2410, 2778, 2824, 709, 2138, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48974916906605714\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 5\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5600995411242091, 36), (0.5608944536838275, 38), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2193, 1683, 2131, 2144, 2172, 2228, 2243, 2362, 2369, 2473, 2551, 2683, 2702, 2742, 2777, 2779, 2344, 2593, 2706, 2220, 2809, 388, 835, 1689, 1966, 2012, 2334, 2577, 2665, 2713, 2749, 2833, 2845, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5627309336986757\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5810407859743723, 64), (0.5826196215190522, 69), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2833, 2144, 2456, 2497, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 835, 2845, 2056, 2410, 1966, 2798, 762, 2012, 1870, 2093, 2236, 2611, 2735, 2737, 2222, 2385, 2843]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5857028077141928\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5589175513274185, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2468, 2243, 2847, 1966, 2056, 835, 1683, 2193, 2275, 2334, 2362, 2369, 2430, 2432, 2456, 2551, 2577, 2647, 2665, 2713, 2727, 2768, 2777, 2779, 2842, 2007, 2344, 2473, 2497, 2702, 2725, 2746, 2747, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5601581521885126\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.5378957162638377, 21), (0.5382608143518959, 22), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2193, 303, 1870, 2093, 2385, 2735, 957, 1207, 2749, 2800, 2741, 1952, 2056, 2360]\n", - "Fitness: 1.0\n", - "Accuracy: 0.539989840748854\n", - "Coverage: 0.98125\n", - "Birth Iteration: 5\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5116477279665136, 14), (0.5142095199021195, 15), (0.5167554380078099, 16), (0.5225823546506658, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 2746, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5270514483038202\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.578709775104462, 60), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 2243, 2847, 1966, 2012, 2056, 2845, 835, 1689, 1811, 1963, 2144, 2193, 2331, 2334, 2362, 2369, 2430, 2456, 2551, 2577, 2647, 2665, 2698, 2727, 2742, 2768, 2779, 2839, 2842, 388, 303, 762, 797, 2228, 2490, 2497, 2527, 2639, 2674, 2683, 2702, 2707, 2776, 2798, 2787, 1207, 1740, 1870, 1952, 2007, 2093, 2735, 2737, 2738, 2747, 2840, 2606, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5813680310834011\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.48974916906605714, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 2236, 1952, 2093, 2410, 2778, 2824, 709, 2138, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4982892895606368\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 5\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2144, 2456, 2497, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 835, 2845, 2056, 2410, 1966, 2798, 762, 2012, 1870, 2093, 2236, 2735, 2737, 2222, 2385, 2843, 2727, 2714, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584059255786011\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2468, 2243, 2847, 1966, 2056, 835, 1683, 2193, 2275, 2334, 2362, 2369, 2430, 2432, 2456, 2551, 2577, 2647, 2665, 2713, 2727, 2768, 2777, 2779, 2842, 2007, 2344, 2473, 2497, 2702, 2725, 2746, 2747, 2570, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5610873817704938\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5550882951262458, 32), (0.5553349500218571, 33), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2727, 2777, 2839, 388, 1811, 709, 1952, 2021, 2093, 2138, 2410, 2611, 2778, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5592399121810887\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2551, 2369, 1740, 2644, 2842, 2147, 2172, 2727, 2144, 2456, 2131, 2749, 2804, 2430, 2833, 2713, 2768, 2747, 2702, 2430, 2840, 2144, 2362, 2526, 2331, 2777, 2007, 2456, 2839, 2833, 2742, 1689, 835, 2845, 2468, 2056, 2410, 2700, 2289, 2819, 762, 2738, 39, 770, 1774, 2286, 2385, 2435, 2503, 2581, 2646, 2655, 2683, 2708, 2737, 2739, 2798, 2836, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5831141523741145\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2236, 2093, 2778, 2611, 1870, 2193, 2220, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4653877244010071\n", - "Coverage: 0.8953125\n", - "Birth Iteration: 6\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2847, 2746, 2193, 1683, 2131, 2144, 2172, 2228, 2243, 2362, 2369, 2473, 2551, 2683, 2702, 2742, 2777, 2779, 2344, 2593, 2706, 2220, 2809, 388, 835, 1689, 1966, 2012, 2334, 2577, 2665, 2713, 2749, 2833, 2845, 2800, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631070213612908\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2842, 2698, 2551, 2369, 1740, 2331, 2644, 2842, 2147, 2172, 2727, 2833, 2144, 2456, 2131, 2847, 2749, 2135, 2768, 1683, 1963, 2804, 2430, 2193, 1952, 2833, 2840, 2275, 2007, 1811, 2713, 2768, 2384, 2747, 2432, 2702, 2839, 2430, 2840, 2144, 2362, 2334, 2526, 2331, 1207, 2813, 2777, 1919, 2007, 2456, 2839, 2665, 2833, 2779, 2243, 2577, 2742, 1689, 835, 2845, 2704, 2468, 2565, 2056, 2410, 2700, 1966, 2289, 2012, 2819, 762, 2738, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5898654143435927\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2093, 2410, 709, 1683, 2007, 2244, 2369, 2385, 2430, 2456, 2468, 2473, 2727, 2746, 2747, 2751, 2777, 2795, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5415796658680909\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 6\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5694773114127953, 41), (0.5730916603781879, 42), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2175, 2327, 2727, 2737, 2646, 2715, 2503, 770, 2702, 2753, 2172, 2129, 2548, 2551, 2700, 2749, 388, 1811, 1919, 1966, 2012, 2056, 2135, 2243, 2275, 2331, 2362, 2369, 2432, 2468, 2577, 2647, 2713, 2742, 2833, 2839, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5732259774005505\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4531209170677861, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2193, 2410, 2746, 2236, 2344, 2385, 2611, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4532271496218365\n", - "Coverage: 0.90078125\n", - "Birth Iteration: 7\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [303, 1683, 2430, 2456, 2473, 2497, 2702, 2747, 2777, 2813, 2842, 2007, 2244, 2385, 2410, 2735, 2795, 2725, 2526, 762, 835, 1207, 1740, 1870, 1963, 2012, 2056, 2093, 2193, 2222, 2331, 2362, 2384, 2490, 2527, 2551, 2577, 2639, 2644, 2665, 2674, 2683, 2714, 2737, 2768, 2798, 2833, 2839, 2843, 2847, 2021, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5782909502074587\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4653877244010071, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 2735, 957, 1207, 2360]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4789806070640985\n", - "Coverage: 0.92265625\n", - "Birth Iteration: 7\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.584059255786011, 62), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2833, 2144, 2456, 2497, 2847, 2135, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 2845, 2056, 2410, 1966, 2798, 762, 2012, 1870, 2093, 2236, 2611, 2735, 2737, 2222, 2385, 2843]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5846392611098494\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5601581521885126, 34), (0.5610873817704938, 35), (0.5627309336986757, 36), (0.5631070213612908, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5648360477582488, 34), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 2193, 1207, 2012, 2144, 2530, 2762, 1740, 1870, 1963, 1966, 2056, 2093, 2228, 2243, 2334, 2362, 2490, 2527, 2606, 2683, 2727, 2737, 2747, 2768, 2776, 2779, 2787, 2825, 2833, 2839, 2840, 2845, 1064]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5648360477582488\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.39888248237394347, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5648360477582488, 34), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5648360477582488, 34), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2236, 2093, 2778, 2611, 2735, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.43450946202369356\n", - "Coverage: 0.8953125\n", - "Birth Iteration: 7\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5648360477582488, 34), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5648043000984178, 33), (0.5648360477582488, 34), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2243, 2012, 2056, 2845, 835, 1683, 1689, 2135, 2144, 2172, 2193, 2275, 2362, 2369, 2430, 2432, 2551, 2577, 2698, 2713, 2727, 2768, 2777, 2842, 388, 1811, 1279, 2091, 2213, 2385, 2410, 2822, 2334]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5648043000984178\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5648043000984178, 33), (0.5648360477582488, 34), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 2093, 2410, 303, 762, 1740, 1870, 1963, 1966, 2012, 2135, 2147, 2228, 2331, 2334, 2362, 2384, 2456, 2497, 2527, 2551, 2577, 2647, 2674, 2683, 2698, 2702, 2737, 2843, 2845, 2847, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5650350811641134\n", - "Coverage: 0.996875\n", - "Birth Iteration: 7\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2741, 303, 1683, 2369, 2430, 2456, 2473, 2702, 2727, 2777, 2344, 2410, 2468, 2795, 835, 1811, 1952, 2012, 2093, 2362, 2611, 2647, 2824, 2833, 2845, 2849, 1689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5540943491607628\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 7\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2144, 2456, 2497, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 835, 2845, 2056, 2410, 1966, 2798, 762, 2012, 1870, 2093, 2236, 2735, 2737, 2222, 2385, 2843, 2727, 2714, 1774, 1952, 709, 2021, 2824, 2778, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5879800917751581\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5415796658680909, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2093, 2410, 709, 1683, 2007, 2369, 2385, 2430, 2456, 2468, 2473, 2727, 2746, 2747, 2751, 2777, 2795, 2813, 2131]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5463760046302741\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 7\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5902573758361234, 89)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5905528732853211, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2833, 2144, 2456, 2497, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 835, 2845, 2056, 2410, 1966, 2798, 762, 2012, 1870, 2093, 2236, 2611, 2735, 2737, 2222, 2385, 2843, 1952, 2778, 2243, 388, 709, 2021, 2727, 2824, 1811, 2777, 2138, 2749]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905528732853211\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5905528732853211, 75)]\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5905528732853211, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 2845, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2839, 709, 2093, 2138, 2410, 2611, 303, 1207, 1740, 2007, 2147, 2193, 2222, 2228, 2385, 2490, 2497, 2639, 2674, 2702, 2735, 2842, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5652280092507797\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 7\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5905528732853211, 75)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5905528732853211, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2498, 2193, 2410, 2746, 2771]\n", - "Fitness: 1.0\n", - "Accuracy: 0.37909025859689993\n", - "Coverage: 0.86953125\n", - "Birth Iteration: 7\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5896773705122851, 73), (0.5898654143435927, 74), (0.5905528732853211, 75)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2727, 2777, 2839, 388, 1811, 709, 1952, 2021, 2093, 2138, 2410, 2611, 2778, 2824, 2432, 2819, 2565, 2700, 2702, 2704, 2193, 2577, 1683, 2840, 1689, 2456, 2713, 2842, 2334, 2847, 803, 2468, 2738, 2742, 1207, 2747, 1740, 2768, 2384, 2131, 2644, 2135, 2007, 2779, 2526, 2147, 2275, 2665, 2289, 2804, 762, 2172, 2813, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5916322937195803\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4532271496218365, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2236, 1952, 2093, 2410, 2778, 2138, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4561051970919143\n", - "Coverage: 0.95078125\n", - "Birth Iteration: 8\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512, 2056, 2698, 2833, 2193, 2577, 2839, 2840, 2456, 2842, 2843, 2331, 2334, 2847, 1963, 2093, 1966, 303, 2735, 2611, 2228, 1207, 2490, 2747, 2362, 2236, 2369, 2497, 1740, 1870, 2639, 2768, 2384, 2644, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943662556565783\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.555238485978524, 30), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2727, 2777, 2839, 388, 1811, 709, 1952, 2021, 2093, 2138, 2410, 2611, 2778, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.555238485978524\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 8\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5540943491607628, 28), (0.555238485978524, 30), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5562910430083106, 27), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2741, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2007, 2244, 2385, 2410, 2735, 2468, 2795, 2725, 2526, 2612, 2635]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5562910430083106\n", - "Coverage: 0.99375\n", - "Birth Iteration: 8\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5532994366011443, 26), (0.5562910430083106, 27), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2751, 2741, 2193, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2244, 2385, 2410, 2735, 2468, 2795, 2725, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581495021722725\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 8\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5879800917751581, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2369, 1740, 2644, 2842, 2147, 303, 2833, 2144, 2456, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2384, 2747, 2702, 2430, 2840, 2144, 2362, 2334, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 2845, 2056, 2410, 1966, 2798, 762, 2093, 2735, 2737, 2222, 2385, 2843, 1689, 1811, 1952, 2131, 2172, 2468, 2526, 2700, 2738, 2742, 2777, 2804, 2813, 2800, 2750, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5895967802988675\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512, 2056, 2698, 2833, 2193, 2577, 2839, 2840, 2456, 2842, 2843, 2331, 2334, 2847, 1963, 2093, 1966, 303, 2735, 2611, 2228, 1207, 2490, 2747, 2362, 2236, 2369, 2497, 1740, 1870, 2639, 2768, 2384, 2644, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943125288476332\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2193, 303, 1870, 2093, 2385, 2735, 957, 1207, 2749, 2800, 2741, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5335878030375184\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 9\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2727, 2839, 388, 709, 1952, 2021, 2093, 2138, 2410, 2702, 2704, 2193, 2840, 1689, 2456, 2713, 2842, 2847, 2468, 2738, 2742, 1207, 1740, 2384, 2131, 2644, 2135, 2007, 2147, 2275, 2289, 762, 2813, 303, 2385, 2490, 2674, 2516, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5808796055475373\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.43450946202369356, 7), (0.4561051970919143, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2498, 2410, 2771, 709, 2093, 2236, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4575533788057507\n", - "Coverage: 0.89921875\n", - "Birth Iteration: 9\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2244, 2385, 2410, 2468, 2725, 2526, 388, 709, 803, 1207, 1689, 1919, 1952, 2021, 2135, 2172, 2243, 2289, 2334, 2384, 2432, 2565, 2577, 2611, 2644, 2704, 2738, 2749, 2768, 2779, 2804, 2824, 2847, 2631, 2844, 2837, 2167, 2593]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5781615174404549\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 1207, 2220, 2800, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5320517047272265\n", - "Coverage: 0.959375\n", - "Birth Iteration: 9\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2093, 2410, 709, 2385, 2430, 2456, 2468, 2747, 2777, 2131, 1870, 1966, 2012, 2135, 2147, 2228, 2331, 2362, 2384, 2497, 2527, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5490244920984959\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 9\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2093, 2410, 709, 1683, 2007, 2369, 2385, 2430, 2456, 2468, 2473, 2727, 2746, 2747, 2751, 2777, 2795, 2131]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5448399063199822\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 9\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5652280092507797, 37), (0.5664319781966841, 39), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2727, 2747, 2777, 2813, 2842, 2007, 2244, 2385, 2735, 2468, 2795, 2526, 388, 1689, 2144, 2172, 2243, 2331, 2334, 2432, 2577, 2665, 2698, 2713, 2749, 2779, 2839, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5682037418280302\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 9\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2735, 2193, 2498]\n", - "Fitness: 1.0\n", - "Accuracy: 0.343674522991411\n", - "Coverage: 0.7796875\n", - "Birth Iteration: 9\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5831141523741145, 60), (0.5846392611098494, 61), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2369, 1740, 2644, 2842, 2147, 2172, 2727, 2144, 2456, 2430, 2833, 2713, 2768, 2747, 2702, 2430, 2840, 2144, 2362, 2331, 2007, 2456, 2839, 2833, 2742, 1689, 835, 2845, 2468, 2056, 2410, 2700, 2289, 762, 770, 1774, 2286, 2385, 2503, 2683, 2737, 2798, 2836, 1683, 1963, 1966, 2093, 2193, 2222, 2228, 2334, 2384, 2497, 2527, 2674, 2698, 2735, 2779, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5852571194127172\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5916322937195803, 71), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 2777, 2839, 388, 1811, 709, 1952, 2021, 2093, 2138, 2410, 2611, 2778, 2824, 2432, 2819, 2565, 2700, 2702, 2704, 2193, 2577, 1683, 2840, 1689, 2456, 2713, 2842, 2334, 2847, 803, 2468, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2644, 2135, 2007, 2779, 2526, 2147, 2275, 2665, 2289, 2804, 762, 2172, 2813, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5932758456477623\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 1952, 2093, 2410, 709, 2138, 303, 1740, 1963, 2007, 2131, 2135, 2144, 2147, 2243, 2275, 2289, 2369, 2385, 2516, 2647, 2674, 2698, 2713, 2749, 2813, 2833, 2839, 2842, 2628, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5612375726227719\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5592399121810887, 31), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2751, 2741, 2193, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2244, 2385, 2410, 2735, 2468, 2795, 2725, 1880, 2129]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5594706932467843\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 10\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 2746, 2220, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5282920491649145\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 10\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5813680310834011, 59), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 1774, 2327, 2727, 2289, 2702, 2719, 770, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 2129, 2131, 2385, 2581, 2749, 2762, 2056, 2698, 2193, 2577, 2839, 2840, 2456, 2842, 2331, 2334, 2847, 2093, 303, 2735, 2747, 2362, 2369, 2497, 1870, 2639, 2384, 2644, 2135, 2007, 2779, 2144, 2147, 2665, 2674, 2430, 2243, 2746, 2777, 2795]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5848810317501019\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5781615174404549, 51), (0.5782909502074587, 52), (0.5808796055475373, 56), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5808796055475373, 56), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2727, 2777, 2839, 2093, 2410, 2611, 2824, 303, 762, 1207, 1683, 1870, 2007, 2193, 2228, 2236, 2384, 2385, 2490, 2577, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2826, 2764]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5797623321342487\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5650350811641134, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5808796055475373, 56), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5808796055475373, 56), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 2093, 2410, 303, 762, 1740, 1870, 1963, 1966, 2012, 2135, 2147, 2228, 2331, 2334, 2362, 2384, 2456, 2497, 2527, 2551, 2577, 2647, 2674, 2683, 2702, 2737, 2843, 2845, 2847, 2365, 2814]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5651156713775309\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5808796055475373, 56), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2839, 388, 709, 1952, 2021, 2093, 2138, 2410, 2702, 2704, 2193, 2840, 1689, 2456, 2713, 2842, 2847, 2468, 2738, 2742, 1207, 1740, 2384, 2131, 2644, 2135, 2007, 2147, 2275, 2289, 762, 2813, 2385, 2490, 2516, 2838, 2747, 2814]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5822813868354666\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.37909025859689993, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2725, 2193, 2735, 2213]\n", - "Fitness: 1.0\n", - "Accuracy: 0.39680545278268237\n", - "Coverage: 0.73125\n", - "Birth Iteration: 11\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5732259774005505, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2410, 1683, 2007, 2369, 2385, 2430, 2456, 2468, 2473, 2746, 2747, 2795, 2813, 2131, 303, 762, 835, 1207, 1870, 1966, 2056, 2144, 2147, 2193, 2228, 2236, 2334, 2384, 2551, 2639, 2644, 2647, 2665, 2674, 2698, 2768, 2779, 2833, 2840, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5746546220929523\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5013248542660307, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2193, 303, 1870, 2093, 2385, 2735, 2220, 1207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5152352135274336\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 11\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2175, 2327, 2727, 2737, 2646, 2715, 2503, 770, 2702, 2753, 2172, 2129, 2548, 2551, 2700, 388, 1811, 1919, 1966, 2012, 2056, 2135, 2243, 2275, 2331, 2362, 2369, 2432, 2468, 2577, 2647, 2713, 2742, 2833, 2839, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5738865729378064\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 11\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.4997447976575111, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2236, 2193, 2093, 2385, 2735, 957, 1207, 2235]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4997447976575111\n", - "Coverage: 0.92734375\n", - "Birth Iteration: 11\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.4997447976575111, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.4997447976575111, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 1774, 2327, 2289, 2702, 770, 2702, 2708, 2286, 2172, 2739, 2129, 2385, 2749, 2762, 2056, 2698, 2193, 2577, 2839, 2842, 2334, 2093, 303, 2735, 1870, 2644, 2135, 2674, 2746, 2795, 1207, 2344, 2611, 2725, 2741, 2800, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5697129767338496\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 11\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.4997447976575111, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 2236, 1952, 2093, 2410, 2778, 2824, 709, 2138, 2611, 2794]\n", - "Fitness: 1.0\n", - "Accuracy: 0.500340676811265\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 11\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2193, 2735, 957, 1207, 2360]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4663535858981779\n", - "Coverage: 0.91015625\n", - "Birth Iteration: 12\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.39680545278268237, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2498, 2410, 2771, 709, 2236, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.43099401922931335\n", - "Coverage: 0.853125\n", - "Birth Iteration: 12\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2777, 2839, 388, 1811, 709, 2021, 2093, 2138, 2410, 2611, 2819, 2565, 2702, 2193, 2577, 1683, 2840, 2456, 2713, 2842, 2334, 2847, 803, 2468, 2747, 1740, 2768, 2384, 2644, 2135, 2007, 2779, 2526, 2147, 2665, 2289, 762, 2813, 1919, 1870, 2222, 2228, 2236, 2490, 2639, 2674, 2798, 2843, 2744, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5876577309214881\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5581495021722725, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2741, 303, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2007, 2244, 2385, 2410, 2468, 2795, 2725, 2526, 2432, 2644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5584340100469133\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 12\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2490, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2826, 2021, 2135, 2138, 2516, 2713, 2742, 2813, 2840, 2128]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5817013815116282\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.48832052437365525, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2725, 2236, 2193, 2093, 1952, 2056, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4899372128973647\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 13\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.500340676811265, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5014738240544693, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2725, 2093, 2749, 2800, 1952, 2056, 2138, 2236, 2410, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5014738240544693\n", - "Coverage: 0.975\n", - "Birth Iteration: 13\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5014738240544693, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5014738240544693, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2093, 2410, 709, 1683, 2007, 2369, 2385, 2430, 2456, 2468, 2473, 2727, 2746, 2747, 2751, 2777, 2795, 2131, 2813, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5477777859182034\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 13\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5014738240544693, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 303, 2093, 2385, 2735, 2220, 1207, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5100737766771922\n", - "Coverage: 0.93046875\n", - "Birth Iteration: 13\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5490244920984959, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2741, 1683, 2369, 2430, 2456, 2473, 2497, 2702, 2727, 2747, 2777, 2813, 2842, 2344, 2007, 2244, 2385, 2410, 2735, 2468, 2795, 2725, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5512797970103473\n", - "Coverage: 0.99375\n", - "Birth Iteration: 14\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.36010393695403187, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2498, 2410, 2771, 709, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4241621670464175\n", - "Coverage: 0.84140625\n", - "Birth Iteration: 14\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5612375726227719, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 2735, 957, 1207, 2360, 2456, 2331, 1952, 2468, 2093, 1966, 2228, 2362, 2747, 2497, 709, 1870, 2384, 2385, 2131, 2135, 2777, 2012, 2527, 2147, 2410, 2683, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5623658356106174\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 14\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.4789806070640985, 9), (0.4899372128973647, 10), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 1952, 2091, 2093, 2157, 2530, 2725, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49235980355524944\n", - "Coverage: 0.88359375\n", - "Birth Iteration: 14\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.539989840748854, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2093, 2410, 1683, 2007, 2369, 2385, 2430, 2456, 2468, 2473, 2727, 2746, 2747, 2751, 2777, 2795, 2131]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5430889007739104\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 14\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2056, 2021, 1952, 2093, 2410, 709, 303, 2131, 2135, 2144, 2147, 2243, 2275, 2289, 2369, 2385, 2647, 2813, 2628, 2824, 1870, 1966, 2228, 2331, 2362, 2384, 2430, 2527, 2683, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5617638511376651\n", - "Coverage: 0.996875\n", - "Birth Iteration: 14\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.4982892895606368, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 2093, 2735, 2220, 1207, 957, 2360]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5047181906764449\n", - "Coverage: 0.95859375\n", - "Birth Iteration: 14\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4575533788057507, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2236, 1952, 2824, 2138, 2611, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4580015092349058\n", - "Coverage: 0.92734375\n", - "Birth Iteration: 14\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5448399063199822, 20), (0.5463760046302741, 21), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5473589610212002\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 15\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.4663535858981779, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 1952, 2091, 2093, 2157, 2530, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48089279303700555\n", - "Coverage: 0.87734375\n", - "Birth Iteration: 15\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5335878030375184, 17), (0.5371056879595779, 18), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 1207, 2220, 2741, 2550, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5384915954175916\n", - "Coverage: 0.95625\n", - "Birth Iteration: 15\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5797623321342487, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2135, 2840, 2128, 1870, 2147, 2222, 2456, 2735, 2649, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5802458734147539\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5746546220929523, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765668080658592\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5584340100469133, 26), (0.5594706932467843, 27), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5604695234676259\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 16\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5477777859182034, 22), (0.5480622937928441, 23), (0.5512797970103473, 24), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2007, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 709, 1952, 2021, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5513493976492079\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 16\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5852571194127172, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2369, 1740, 2644, 2639, 2842, 2147, 303, 2833, 2144, 2456, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 2845, 2056, 2410, 1966, 2798, 762, 2012, 2093, 2236, 2735, 2737, 2222, 2385, 2843, 2700, 2742, 2777, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5853108462216622\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5859604521843611, 64), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2384, 2644, 2702, 2747, 2779, 2842, 2847, 2135, 2840, 2128, 1870, 2147, 2222, 2456, 2735, 2649, 1740, 709, 803, 1811, 2021, 2172, 2289, 2334, 2432, 2468, 2565, 2577, 2704, 2738, 2742, 2749, 2768, 2813, 2845, 2091, 923, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5859604521843611\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5651156713775309, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5859604521843611, 64), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5859604521843611, 64), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5677153162921664\n", - "Coverage: 0.996875\n", - "Birth Iteration: 16\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5152352135274336, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5859604521843611, 64), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5859604521843611, 64), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 303, 2093, 2385, 2735, 2220, 1207, 957, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5217178414521868\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 16\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5857028077141928, 63), (0.5859604521843611, 64), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2551, 2369, 2490, 1740, 2644, 2639, 2842, 2147, 303, 2144, 2456, 2497, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2384, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 2331, 1207, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 835, 2845, 2056, 2410, 1966, 2798, 762, 2012, 1870, 2093, 2236, 2735, 2737, 2222, 2385, 2843, 2749]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5873194962379022\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5853108462216622, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2228, 2842, 2698, 2369, 1740, 2644, 2639, 2842, 2147, 303, 2833, 2144, 2456, 2847, 2135, 1683, 1963, 2674, 2430, 2193, 2833, 2840, 2768, 2747, 2702, 2683, 2430, 2840, 2144, 2362, 2334, 1207, 2007, 2456, 2839, 2665, 2833, 2779, 2577, 2527, 2845, 2056, 2410, 1966, 2798, 762, 2012, 2093, 2236, 2735, 2737, 2222, 2385, 2843, 2700, 2742, 2777, 2813, 2596]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5862290862290862\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2842, 2520, 2784, 2628, 2826, 2240, 1789, 2236, 2631, 1064, 2689, 2536, 1966, 2825, 2779, 2456, 2706, 2220, 2826, 2548, 2732, 2473, 388, 2737, 2548, 2744, 2822, 2707, 2842, 2788, 2845, 2752, 2795, 839, 2092, 2141, 2746, 2491, 2842, 2101, 2459, 2517, 2131, 2144, 2757, 835, 2025, 2761, 762, 2628, 2289, 2796, 2129, 2147, 2850, 2651, 2082, 2614, 2131, 2674, 2432, 2729, 727, 2613, 2275, 2685, 2740, 762, 2167, 2775, 2697, 2540, 2128, 2841, 2147, 2735, 2845, 2789, 2850, 2707, 2651, 2456, 2784, 2829, 2385, 2719, 2101, 2749, 2817, 2732, 2674, 2740, 2840, 1822, 2172, 2796, 2839, 2574, 2818, 1774, 2606, 1966, 2596, 770, 1919, 2744, 2712, 1811, 2631, 2586, 1979, 1064, 2235, 2220, 2841, 2155, 2840, 762, 2708, 2810, 2202, 1927, 2025, 2615, 1033, 2599, 1279, 2508, 797, 2112, 951, 2577, 2561, 2613, 1952, 2778, 2778, 2841, 2141, 2344, 2056, 2410, 2655, 2468, 2746, 2572, 2661, 2517, 2615, 2753, 2757, 1033, 2838, 2836, 2816, 2807, 2656, 2572, 2172, 2750, 2839, 2700, 2749, 1351, 2240, 1966, 2725, 2732, 2788, 2646, 2796, 2526, 2768, 2093, 2683, 2711, 2449, 2707, 2734, 2329, 2473, 388, 2764, 2056, 2490, 2329, 1279, 2147, 2807, 2236, 2738, 2847, 2845, 2814, 2551, 2795, 2235, 2147, 2720, 2030, 2753, 1774, 1683, 2213, 1905, 2734, 2611, 2834, 2746, 2819, 2784, 2611, 2746, 2193, 923, 951, 2135, 2548, 2298, 2599]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5944199824655232\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 220\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5047181906764449, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2093, 2220, 1207, 957, 2138, 2091, 2157, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5073715624000255\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 18\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5100737766771922, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 2093, 2735, 2220, 1207, 957, 303, 1870]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5102886839129723\n", - "Coverage: 0.92890625\n", - "Birth Iteration: 18\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5530039391519468, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 709, 2021, 2221, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5582728296200782\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 18\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5617638511376651, 30), (0.5623658356106174, 32), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5637566273239898\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 18\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5677153162921664, 33), (0.5682037418280302, 34), (0.5697129767338496, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5706531958903875\n", - "Coverage: 0.996875\n", - "Birth Iteration: 18\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.343674522991411, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2735, 2193, 2135]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3926758148769534\n", - "Coverage: 0.76171875\n", - "Birth Iteration: 19\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5430889007739104, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2430, 2456, 2473, 2727, 2747, 2777, 2385, 2410, 2526, 2093, 2751, 709, 1952, 957, 2193, 2725, 2735, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5442220480171145\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 19\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.43099401922931335, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2091, 2410, 2771]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44461742848839625\n", - "Coverage: 0.8640625\n", - "Birth Iteration: 19\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2135, 2516, 2713, 2742, 2840, 39, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2530, 2548, 2581, 2700, 2719, 2727, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5737522559154438\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 709, 2021, 2468, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5522627534012734\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 20\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5776303546702029\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 20\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5848810317501019, 58), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2777, 2839, 2093, 2410, 762, 1683, 2007, 2193, 2228, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2826, 2021, 2135, 2813, 2840, 303, 770, 2131, 2147, 2286, 2456, 2497, 2530, 2577, 2683, 2719, 2735, 2739, 2762, 2795, 2836, 2845, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850959389858821\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.3926758148769534, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2498, 2410, 709, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.40956923309864485\n", - "Coverage: 0.81484375\n", - "Birth Iteration: 21\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5270514483038202, 14), (0.5282920491649145, 15), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2193, 303, 2093, 2385, 2735, 2220, 1207, 957, 2138, 2561]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5291565623633935\n", - "Coverage: 0.96015625\n", - "Birth Iteration: 21\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.48089279303700555, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2611, 2193, 2091, 2093, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49226333951191636\n", - "Coverage: 0.915625\n", - "Birth Iteration: 21\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5822813868354666, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2777, 2839, 2093, 2410, 762, 1683, 2193, 2228, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2826, 2021, 2135, 2813, 2840, 303, 770, 2131, 2147, 2286, 2456, 2497, 2530, 2577, 2683, 2719, 2735, 2739, 2795, 2836, 2845, 2708, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5826574744980817\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.5442220480171145, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 1207, 2220, 2741, 2550, 2746, 2138, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.545124414194623\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 21\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2385, 2410, 2795, 2526, 2093, 2751, 1952, 709, 2021, 2813, 957, 2193, 2725, 2735, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5555120042786077\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1966, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2639, 2771, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5661254911729295\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5817013815116282, 50), (0.5826574744980817, 55), (0.5850959389858821, 56), (0.5862290862290862, 60), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2369, 2430, 2456, 2727, 2747, 2777, 2344, 2007, 2244, 2410, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 388, 803, 1811, 2012, 2056, 2135, 2138, 2144, 2172, 2193, 2243, 2384, 2577, 2611, 2647, 2665, 2698, 2700, 2702, 2704, 2713, 2749, 2768, 2804, 2839, 2840, 2167, 2744, 2817]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5863475294215332\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5943125288476332, 87), (0.5943662556565783, 88), (0.5944199824655232, 220)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2685, 2175, 2798, 1351, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2833, 2193, 2577, 2839, 2840, 2456, 2842, 2843, 2331, 2334, 2847, 1963, 2093, 1966, 303, 2735, 2611, 2228, 1207, 2490, 2747, 2362, 2236, 2369, 2497, 1740, 1870, 2639, 2768, 2384, 2644, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5952954852385592\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5513493976492079, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 2788, 2708, 2536, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5514409774371825\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 21\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5706531958903875, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5719475235604268\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5720281137738443\n", - "Coverage: 0.996875\n", - "Birth Iteration: 22\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5320517047272265, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 2220, 2800, 2741, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5368907807237978\n", - "Coverage: 0.97734375\n", - "Birth Iteration: 22\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2845, 2410, 2685, 2175, 2798, 1351, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2833, 2193, 2577, 2839, 2840, 2456, 2842, 2843, 2331, 2334, 2847, 1963, 2093, 1966, 303, 2735, 2611, 2228, 1207, 2490, 2747, 2362, 2236, 2369, 2497, 1740, 1870, 2639, 2768, 2384, 2644, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 1952, 2530, 2021, 2344, 2091, 2157, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5960903977981777\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 94\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.44461742848839625, 6), (0.4580015092349058, 7), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2771, 2611, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47010835720513144\n", - "Coverage: 0.90546875\n", - "Birth Iteration: 22\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.40956923309864485, 4), (0.4241621670464175, 5), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2193, 2091, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.42723192153932193\n", - "Coverage: 0.80390625\n", - "Birth Iteration: 22\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2091, 2410, 2771, 1952, 2093, 2138, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49784360125916105\n", - "Coverage: 0.9359375\n", - "Birth Iteration: 22\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5873194962379022, 61), (0.5876577309214881, 66), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2135, 2713, 2742, 2840, 1774, 2092, 2129, 2141, 2289, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 709, 835, 1740, 1811, 1919, 1966, 2021, 2056, 2275, 2384, 2456, 2665, 2738, 2768, 2813, 2819, 2833, 2839, 2845, 2847, 2228, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5880606819885756\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5776303546702029, 42), (0.5779685893537886, 43), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2236, 1952, 2824, 2138, 2611, 2193, 388, 709, 762, 803, 835, 1740, 1811, 1919, 1966, 2007, 2056, 2093, 2135, 2222, 2334, 2362, 2384, 2410, 2490, 2526, 2565, 2639, 2644, 2647, 2665, 2698, 2747, 2768, 2779, 2798, 2813, 2840, 2842, 2843, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780760429716787\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 22\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5960903977981777, 94)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2651, 2410, 2685, 2175, 2798, 1351, 2092, 2327, 2727, 2737, 2646, 2222, 2715, 2289, 2702, 2719, 2503, 770, 2141, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2833, 2193, 2577, 2839, 2840, 2456, 2842, 2843, 2331, 2334, 2847, 1963, 2093, 1966, 303, 2735, 2611, 2228, 1207, 2490, 2747, 2362, 2236, 2369, 2497, 1740, 1870, 2639, 2768, 2384, 2644, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 2506, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5975190424905794\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.49235980355524944, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2093, 1207, 957, 2138, 2157, 303]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4944600333594641\n", - "Coverage: 0.94609375\n", - "Birth Iteration: 22\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5555120042786077, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 709, 2021, 2813, 1952, 2415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5562641796038381\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 23\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5368907807237978, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 1207, 2220, 2741, 2550, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5378578632848083\n", - "Coverage: 0.95625\n", - "Birth Iteration: 24\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 2220, 2741, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5339260377211041\n", - "Coverage: 0.975\n", - "Birth Iteration: 24\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2093, 1207, 957, 2157]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47492056979723013\n", - "Coverage: 0.90859375\n", - "Birth Iteration: 24\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5522627534012734, 23), (0.5562641796038381, 24), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2410, 2795, 2526, 2093, 2131, 2751, 709, 2021, 2813, 1952, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5568979117366215\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 25\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5895967802988675, 68), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2698, 2840, 2843, 2847, 1952, 2093, 1966, 2222, 2490, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901767856227059\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 25\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.4944600333594641, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2611, 2193, 2091, 2093, 2344, 2771]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49610358528764603\n", - "Coverage: 0.915625\n", - "Birth Iteration: 25\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5738865729378064, 40), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2516, 2713, 2742, 2840, 39, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5751271737989005\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 25\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2135, 2840, 2128, 1870, 2147, 2222, 2456, 2735, 2649, 1740, 2435, 2700, 2581, 2713, 2719, 39, 2727, 2092, 2742, 2749, 2503, 2762, 2129, 2516, 2141, 2530, 1774, 2289, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5907030641375992\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 25\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2135, 2742, 2840, 39, 2129, 2530, 2548, 2700, 2727, 2762, 835, 1207, 1740, 1870, 1966, 2007, 2012, 2056, 2369, 2384, 2456, 2611, 2698, 2777, 2824, 2833, 2839, 2847, 1683, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5802996002236989\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 25\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.549824288913473\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 25\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5637566273239898, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 1880, 1401]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5653464524432267\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 26\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5765668080658592, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2646, 2222, 2715, 2289, 2702, 2719, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512, 303]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5774423108388953\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 26\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5514409774371825, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2777, 2344, 2007, 2410, 2795, 2526, 2093, 2131, 2751, 709, 2021, 2813, 1952, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5562263266248086\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 26\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5568979117366215, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5576122340828223, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2410, 2795, 2526, 2093, 2131, 2751, 2021, 1952, 1942, 2385, 797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5576122340828223\n", - "Coverage: 0.996875\n", - "Birth Iteration: 27\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5576122340828223, 23), (0.5582728296200782, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 709, 2813, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5587991081349715\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 27\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2093, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.33297556162831304\n", - "Coverage: 0.8328125\n", - "Birth Iteration: 27\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.5102886839129723, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2611, 303, 1207, 2093, 2385, 2550, 2725, 2741, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.510454748595166\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 27\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 1207, 2220, 2741, 2550, 2746, 2138, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5390178739324849\n", - "Coverage: 0.9578125\n", - "Birth Iteration: 28\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.5473589610212002, 20), (0.549824288913473, 21), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 2025]\n", - "Fitness: 1.0\n", - "Accuracy: 0.550581348494062\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 28\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5661254911729295, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5694284688592088\n", - "Coverage: 0.996875\n", - "Birth Iteration: 28\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2093, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.43595886480136953\n", - "Coverage: 0.90703125\n", - "Birth Iteration: 28\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2236, 1952, 2824, 2138, 2611, 2193, 388, 709, 762, 803, 835, 1740, 1811, 1919, 1966, 2007, 2056, 2093, 2135, 2222, 2334, 2362, 2384, 2410, 2490, 2526, 2565, 2639, 2644, 2647, 2665, 2698, 2747, 2768, 2779, 2798, 2813, 2840, 2842, 2843, 2847, 2497]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793972340461904\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 28\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5759599393375484, 40), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2646, 2222, 2715, 2289, 2702, 2719, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512, 303]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5759599393375484\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 29\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5759599393375484, 40), (0.5774423108388953, 41), (0.5780760429716787, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2516, 2713, 2742, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708, 2539, 2006, 1207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5782262338239568\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 29\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2007, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5599432449527326\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 29\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2836, 2845, 2410, 2685, 1774, 2175, 2798, 1351, 2092, 2327, 2727, 2646, 2222, 2715, 2289, 2702, 2719, 770, 2141, 2530, 2702, 2708, 2753, 2286, 2172, 2683, 2739, 39, 2129, 2131, 2385, 2435, 2548, 2551, 2581, 2655, 2700, 2749, 2762, 1512, 303, 388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5789246823402421\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 29\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5217178414521868, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 2093, 2385, 2220, 2741, 39, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5231464861445887\n", - "Coverage: 0.975\n", - "Birth Iteration: 29\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5587991081349715, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2244, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 709, 2813, 2713, 2385]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588528349439166\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 30\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 2221, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5518488127596287\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 30\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.49784360125916105, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 303, 1207, 2093, 2550, 2741, 1952, 2428]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4992942251006767\n", - "Coverage: 0.946875\n", - "Birth Iteration: 30\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2516, 2713, 2742, 2840, 39, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708, 1952, 2021, 2344, 2091, 2611, 2771, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5798966491566112\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 30\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5737522559154438, 38), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2435]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5749122665631204\n", - "Coverage: 0.996875\n", - "Birth Iteration: 30\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.510454748595166, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 2093, 2220, 2741, 39, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5222709833715526\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 30\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5870239987887047, 52), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2135, 2713, 2742, 2840, 1774, 2092, 2129, 2289, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 709, 835, 1740, 1811, 1919, 1966, 2021, 2056, 2275, 2384, 2456, 2665, 2738, 2768, 2813, 2819, 2833, 2839, 2845, 2847, 2228, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5870239987887047\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 30\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5073715624000255, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5870239987887047, 52), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5870239987887047, 52), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2093, 2344, 1952, 2131, 2430, 2473, 2526, 2746, 2751, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5121788907367655\n", - "Coverage: 0.940625\n", - "Birth Iteration: 30\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5870239987887047, 52), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5907030641375992, 66), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5870239987887047, 52), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 835, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2135, 2840, 2128, 1870, 2222, 2735, 2649, 1740, 2435, 2581, 2713, 2719, 39, 2727, 2092, 2742, 2749, 2503, 2762, 2129, 2516, 2141, 2530, 2289, 2548, 2473, 2082, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5919009277643054\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 30\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5870239987887047, 52), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2135, 2713, 2742, 2840, 1774, 2129, 2141, 2289, 2530, 2548, 2581, 2700, 2727, 2762, 709, 835, 1740, 1811, 1919, 1966, 2021, 2056, 2275, 2384, 2456, 2665, 2738, 2768, 2813, 2819, 2833, 2839, 2845, 2847, 2228, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5874806766647374\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 31\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5802458734147539, 47), (0.5802996002236989, 48), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2369, 2430, 2456, 2727, 2747, 2777, 2344, 2007, 2244, 2410, 2526, 2093, 2131, 2751, 1952, 709, 2021, 2221, 2813, 388, 803, 1811, 2056, 2135, 2138, 2144, 2172, 2243, 2384, 2577, 2611, 2647, 2665, 2698, 2700, 2702, 2704, 2713, 2749, 2768, 2804, 2839, 2840, 2167, 2744, 2817]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5847039774933513\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.4992942251006767, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1952, 2138, 2093, 2344, 303, 2410, 2526, 2747, 2751, 2795]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5010012723485209\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 32\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5933027090522347, 71), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2410, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 2172, 39, 2129, 2131, 2385, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2840, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2167, 2221, 2468, 2526, 2704, 2744, 2777, 2804, 2813, 2586, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5933027090522347\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.33297556162831304, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5933027090522347, 71), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5933027090522347, 71), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2091, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.33899662742167486\n", - "Coverage: 0.80390625\n", - "Birth Iteration: 34\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.42723192153932193, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5933027090522347, 71), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5933027090522347, 71), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2093, 2344, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.43472436925947366\n", - "Coverage: 0.8328125\n", - "Birth Iteration: 34\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5932758456477623, 69), (0.5933027090522347, 71), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 2172, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2840, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2804, 2813, 2586, 2301, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5946776269356915\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 2777, 2839, 388, 1811, 709, 1952, 2093, 2410, 2611, 2778, 2432, 2565, 2700, 2702, 2704, 2193, 2577, 2840, 1689, 2456, 2842, 2334, 2847, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2644, 2135, 2007, 2779, 2147, 2665, 2289, 762, 2172, 1919, 303, 770, 1207, 2129, 2141, 2228, 2385, 2435, 2497, 2548, 2551, 2646, 2651, 2674, 2683, 2685, 2715, 2725, 2737, 2762, 2599, 2631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5949841139594461\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5384915954175916, 17), (0.5390178739324849, 18), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 2220, 2741, 39, 2550, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5425357588545444\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 34\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5599432449527326, 25), (0.5604695234676259, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2244, 2385, 2410, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5619787583734452\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 35\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5782262338239568, 40), (0.5789246823402421, 42), (0.5793972340461904, 43), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2516, 2713, 2742, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708, 2539, 2006, 1207, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5798697857521387\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5798966491566112, 46), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2713, 2742, 2840, 1774, 2092, 2129, 2141, 2289, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708, 835, 2135, 2228, 2384, 2456, 2665, 2776, 2813, 2833, 2845]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5815402010847932\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 35\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5847039774933513, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2798, 2713, 2742, 1774, 2092, 2129, 2141, 2289, 2548, 2581, 2700, 2719, 2727, 2762, 2708, 2539, 2803, 835, 1740, 1919, 1966, 2056, 2384, 2530, 2665, 2738, 2776, 2813, 2819, 2839, 2840, 2845]\n", - "Fitness: 1.0\n", - "Accuracy: 0.585917714949973\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 36\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2456, 2747, 2777, 2344, 2007, 2410, 2526, 2093, 2131, 2751, 2468, 709, 2221, 2813, 803, 1811, 2012, 2056, 2135, 2138, 2144, 2193, 2577, 2611, 2647, 2665, 2700, 2702, 2704, 2749, 2804, 2839, 2744, 835, 2147, 2334, 2435, 2771, 2842, 2845, 2175, 1963, 2599]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5826037476891366\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 36\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5291565623633935, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2385, 2220, 2741, 2746, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5314716994033882\n", - "Coverage: 0.975\n", - "Birth Iteration: 36\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5949841139594461, 78), (0.5952954852385592, 87), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 2839, 388, 1811, 709, 1952, 2093, 2410, 2611, 2778, 2432, 2565, 2700, 2702, 2704, 2193, 2577, 2840, 1689, 2456, 2842, 2334, 2847, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2135, 2007, 2779, 2147, 2665, 2289, 762, 2172, 1919, 303, 770, 1207, 2129, 2141, 2228, 2385, 2435, 2497, 2548, 2551, 2646, 2651, 2674, 2683, 2685, 2715, 2725, 2737, 2762, 2599, 2631, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5954835290698668\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5010012723485209, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2611, 39, 303, 2093, 2220, 2236, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5102129779549134\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 37\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5863475294215332, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2135, 2713, 2742, 2840, 1774, 2129, 2141, 2289, 2530, 2548, 2581, 2700, 2727, 2762, 709, 835, 1740, 1811, 1919, 1966, 2021, 2056, 2275, 2384, 2456, 2665, 2738, 2768, 2813, 2819, 2833, 2839, 2845, 2847, 2228, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5866589007006464\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 37\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5619787583734452, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5629348513598988\n", - "Coverage: 0.996875\n", - "Birth Iteration: 38\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.47492056979723013, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2771, 2611, 2824, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.481967329215906\n", - "Coverage: 0.9265625\n", - "Birth Iteration: 38\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2698, 2840, 2843, 2847, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5906871903076837\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2135, 2840, 1870, 2222, 2735, 2649, 1740, 2435, 2581, 2713, 2719, 39, 2727, 2092, 2742, 2749, 2503, 2762, 2129, 2516, 2141, 2530, 2289, 2548, 2473, 2082, 2837, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5918740643598328\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 39\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5562263266248086, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2093, 2344, 303, 709, 1683, 1880, 2131, 2221, 2244, 2456, 2468, 2473, 2526, 2746, 2751, 2777, 2795, 2267, 1207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5573814530171266\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 39\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5518488127596287, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2777, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 2410, 1942, 2007, 2021, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5521174468043538\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 39\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.550581348494062, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2025, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5513762610536804\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 39\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 2839, 388, 1811, 709, 1952, 2093, 2410, 2611, 2778, 2432, 2565, 2700, 2702, 2704, 2193, 2577, 2840, 1689, 2456, 2842, 2334, 2847, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2135, 2007, 2779, 2147, 2665, 2289, 762, 2172, 1919, 303, 770, 1207, 2129, 2141, 2228, 2385, 2435, 2497, 2548, 2551, 2646, 2651, 2674, 2683, 2685, 2715, 2725, 2737, 2762, 2599, 2631, 2298, 2708, 2581, 2586, 803, 2468, 39, 2092, 2221, 2222, 2735, 2744, 2813, 2777, 2526, 2527, 2021, 1512, 2798, 2804, 2301, 2175]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6008598731558883\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.545124414194623, 19), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2220, 2741, 2746, 39, 957, 1207, 2550, 2725, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5451512775990954\n", - "Coverage: 0.984375\n", - "Birth Iteration: 39\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5634611298747921, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5634611298747921\n", - "Coverage: 0.996875\n", - "Birth Iteration: 39\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5634611298747921, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5642560424344105, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5642560424344105\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 39\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.5222709833715526, 12), (0.5231464861445887, 13), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5642560424344105, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5642560424344105, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2771, 2611, 2824, 39, 303, 1952, 2220, 2385, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.530112655349847\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 39\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5642560424344105, 26), (0.5653464524432267, 27), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5682574686369752\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 40\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5866589007006464, 50), (0.5874806766647374, 51), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2713, 2742, 2840, 1774, 2129, 2141, 2289, 2530, 2548, 2581, 2700, 2727, 2762, 709, 835, 1740, 1811, 1919, 1966, 2021, 2056, 2275, 2384, 2456, 2665, 2738, 2768, 2813, 2819, 2833, 2839, 2847, 2228, 2776, 727, 2561]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5877920479438505\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 40\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5954835290698668, 77), (0.5975190424905794, 88), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 2172, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2840, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2804, 2813, 2586, 2301, 2768, 2344, 2473, 2746, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5988939603740362\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.49610358528764603, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2091, 2093, 2344, 2771, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4973441861487402\n", - "Coverage: 0.9109375\n", - "Birth Iteration: 42\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5121788907367655, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2611, 39, 303, 2093, 2220, 2236, 2828, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5168836497109742\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 42\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.32432432432432434\n", - "Coverage: 0.59609375\n", - "Birth Iteration: 43\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2551, 2647, 2093, 2410, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2516, 2713, 2742, 2840, 39, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2530, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5750197201810106\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 44\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5946776269356915, 69), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2698, 2840, 2843, 2847, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2725, 39, 2344, 2828, 2220, 1870, 303, 2735, 2385, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5951343048117241\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5932489822432896, 67), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2702, 2193, 2456, 2842, 2334, 803, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2698, 2840, 2843, 2847, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 39, 2344, 2828, 2220, 1870, 303, 2735, 2385, 2741, 957, 2835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5932489822432896\n", - "Coverage: 1.0\n", - "Birth Iteration: 46\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.481967329215906, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5932489822432896, 67), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5932489822432896, 67), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2091, 2093, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4893413337436108\n", - "Coverage: 0.90703125\n", - "Birth Iteration: 47\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5932489822432896, 67), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 1963, 2144, 2331, 2362, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2135, 2840, 1870, 2222, 2735, 2649, 1740, 2435, 2581, 2713, 2719, 39, 2727, 2092, 2742, 2749, 2503, 2762, 2129, 2516, 2141, 2530, 2289, 2548, 2473, 2082, 2837, 2841, 2128, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5941782118252706\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 48\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5378578632848083, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2735, 2220, 2741, 39, 2797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5379274639236689\n", - "Coverage: 0.975\n", - "Birth Iteration: 48\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5906871903076837, 58), (0.5918740643598328, 64), (0.5919009277643054, 65), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2840, 2843, 2847, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5921158350000855\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5521174468043538, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2093, 2344, 2822, 2131, 2172, 2244, 2369, 2385, 2430, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5534923646878106\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 49\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5629348513598988, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5652389988253366\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 49\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2804, 2813, 2586, 2301, 2768, 2344, 2473, 2746, 2751, 2329]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5965360860996534\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5901767856227059, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2526, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2840, 2843, 2847, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5903648294540135\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.5339260377211041, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2220, 2741, 2746, 39, 1207, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536391365613377\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 49\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5168836497109742, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2611, 39, 303, 2093, 2220, 2236, 2828, 2550, 1207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5185968022780167\n", - "Coverage: 0.96484375\n", - "Birth Iteration: 51\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.5379274639236689, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.5395710158518507, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2236, 2193, 303, 1870, 2093, 2385, 2220, 2741, 39, 2550, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5395710158518507\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 51\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.5395710158518507, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2220, 2741, 2746, 39, 1207, 2550, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.540097294366744\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 51\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5720281137738443, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5736448022975538, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2141]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5736448022975538\n", - "Coverage: 0.996875\n", - "Birth Iteration: 52\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5736448022975538, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5736448022975538, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2430, 2456, 2473, 2727, 2747, 2777, 2244, 2385, 2795, 2526, 2093, 2751, 1952, 2025, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5458497261153807\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 52\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.4973441861487402, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5736448022975538, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5736448022975538, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2611, 39, 303, 2093, 2220, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5066145028194364\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 52\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5736448022975538, 33), (0.5749122665631204, 34), (0.5750197201810106, 38), (0.5751271737989005, 39), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2141, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5759489497629915\n", - "Coverage: 0.996875\n", - "Birth Iteration: 53\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5798697857521387, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2144, 2430, 2551, 2647, 2093, 2410, 762, 2193, 2236, 2385, 2639, 2644, 2702, 2779, 2798, 2516, 2713, 2742, 1774, 2092, 2129, 2141, 2289, 2435, 2503, 2548, 2581, 2700, 2719, 2727, 2762, 2697, 2708, 2539, 2006, 1207, 2803, 2157, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5803533270326439\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 54\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5314716994033882, 14), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2771, 2611, 2824, 39, 303, 1952, 2220, 2385, 2828, 2267]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5316487536601389\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 54\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.4893413337436108, 7), (0.49226333951191636, 8), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2193, 2091, 2093, 2344, 39, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5054972294061477\n", - "Coverage: 0.92890625\n", - "Birth Iteration: 54\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2804, 2813, 2586, 2301, 2768, 2344, 2473, 2746, 2751, 2329]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5964823592907085\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2702, 2779, 2798, 2713, 2742, 1774, 2092, 2129, 2141, 2289, 2548, 2581, 2700, 2719, 2727, 2762, 2708, 2539, 2803, 835, 1740, 1919, 1966, 2056, 2384, 2530, 2665, 2738, 2776, 2813, 2819, 2839, 2840, 2845]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5845696604709887\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 54\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 2839, 388, 1811, 709, 1952, 2093, 2410, 2611, 2778, 2432, 2565, 2700, 2702, 2704, 2193, 2577, 2840, 1689, 2456, 2842, 2334, 2847, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2135, 2007, 2779, 2665, 2289, 762, 2172, 1919, 303, 770, 1207, 2141, 2228, 2385, 2435, 2497, 2548, 2551, 2646, 2651, 2674, 2685, 2715, 2725, 2737, 2762, 2599, 2631, 2298, 2708, 2581, 2586, 803, 2468, 39, 2092, 2221, 2222, 2735, 2744, 2813, 2777, 2526, 2527, 2021, 1512, 2798, 2804, 2301, 2175, 2791, 2829, 1942, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6009673267737784\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 99\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.43595886480136953, 5), (0.47010835720513144, 6), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2771, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47209014381689907\n", - "Coverage: 0.8984375\n", - "Birth Iteration: 55\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.33899662742167486, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3394276629570747\n", - "Coverage: 0.62421875\n", - "Birth Iteration: 55\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5941782118252706, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2833, 1966, 2012, 2056, 1963, 2144, 2331, 2369, 2430, 2551, 2647, 2698, 2777, 2839, 2093, 2410, 2611, 2824, 762, 1207, 1683, 2007, 2193, 2228, 2236, 2384, 2385, 2639, 2644, 2702, 2747, 2779, 2798, 2842, 2847, 2135, 2840, 1870, 2222, 2735, 2649, 1740, 2435, 2581, 2713, 2719, 39, 2727, 2092, 2742, 2749, 2503, 2762, 2129, 2516, 2141, 2289, 2548, 2473, 2082, 2837, 2841, 2128, 835, 2636, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5944737092744683\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 55\n", - "Rule Count: 66\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5102129779549134, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2611, 39, 303, 2093, 2220, 2828, 2550, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5156161854454074\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 55\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5965360860996534, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5970623646145468, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 762, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2804, 2813, 2586, 2301, 2768, 2473, 2746, 2751, 2329, 2025, 2490]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5970623646145468\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5970623646145468, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5970623646145468, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 2845, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2526, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2565, 2840, 2843, 2847, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5887212775258316\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5964823592907085, 71), (0.5970623646145468, 72), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5981527746233628\n", - "Coverage: 1.0\n", - "Birth Iteration: 56\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.5815402010847932, 42), (0.5826037476891366, 44), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2012, 2056, 2845, 835, 1963, 2144, 2369, 2777, 1811, 709, 2138, 2410, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2526, 2813, 2236, 2639, 2771, 2824, 2628, 388, 2843, 2093, 2222, 2362, 2747, 2384, 2768, 2779, 2021, 2798, 2482, 2551, 2147, 2572, 2797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58302257258614\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2298, 2056, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5782262338239568\n", - "Coverage: 0.996875\n", - "Birth Iteration: 57\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5652389988253366, 25), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5653464524432267\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 58\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.540097294366744, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2220, 2741, 2746, 39, 1207, 2550, 2725]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5401241577712166\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 59\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5451512775990954, 18), (0.5458497261153807, 19), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2220, 2741, 2746, 39, 957, 1207, 2550, 1952, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5499476163612786\n", - "Coverage: 0.984375\n", - "Birth Iteration: 59\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5156161854454074, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2611, 39, 303, 2093, 2220, 2828, 2550, 1207]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5165612888573041\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 59\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5066145028194364, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2611, 39, 303, 2093, 2220, 2828, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5151595075693747\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 59\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 1963, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 388, 1811, 709, 1952, 2093, 2410, 2611, 2778, 2432, 2565, 2700, 2702, 2704, 2193, 2577, 2840, 1689, 2456, 2842, 2334, 2847, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2135, 2779, 2665, 2289, 762, 2172, 1919, 303, 770, 1207, 2141, 2228, 2385, 2435, 2497, 2548, 2551, 2646, 2651, 2674, 2683, 2685, 2715, 2725, 2737, 2762, 2599, 2631, 2298, 2708, 2581, 2586, 803, 2468, 39, 2092, 2221, 2222, 2735, 2744, 2813, 2777, 2526, 2527, 2021, 1512, 2798, 2804, 2301, 2175, 2791, 2329, 2714, 2503]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6006718293245807\n", - "Coverage: 1.0\n", - "Birth Iteration: 60\n", - "Rule Count: 97\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5921158350000855, 58), (0.5944737092744683, 66), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2843, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221, 2719, 2506, 2267, 2656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5945542994878859\n", - "Coverage: 1.0\n", - "Birth Iteration: 61\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2410, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2298, 2056, 2842, 388, 762, 835, 2007, 2362, 2565, 2768, 2779, 2798, 2847, 1683, 2758, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5803801904371164\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 61\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5513762610536804, 20), (0.5534923646878106, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2093, 2344, 2822, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5535460914967556\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 61\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 62\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5185968022780167, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 2193, 2771, 2824, 39, 303, 1952, 2220, 2611, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5205737046344256\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 62\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 63\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5951343048117241, 68), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2843, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221, 2719, 2506, 2267, 2656, 2707, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5959292173713426\n", - "Coverage: 1.0\n", - "Birth Iteration: 63\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2725, 2193, 303, 1870, 2093, 2735, 2220, 2741, 39, 2550, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5378737371147237\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 63\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5165612888573041, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2611, 39, 303, 2220, 2828, 2021, 2771, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5204125242075905\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 64\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.5351397751777258, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 303, 1870, 2093, 2735, 2220, 2741, 39, 2550, 2746, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5351397751777258\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 64\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.5351397751777258, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 303, 1870, 2093, 2735, 2220, 2741, 39, 2746, 2012, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536391365613377\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 65\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5803533270326439, 40), (0.5803801904371164, 41), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2298, 2056, 2842, 388, 762, 835, 1683, 2758, 2768, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5829957091816674\n", - "Coverage: 0.996875\n", - "Birth Iteration: 65\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2243, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6031102938123811\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 106\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2843, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221, 2719, 2506, 2267, 2656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5929376109641764\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5425357588545444, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 2236, 2193, 303, 1870, 2093, 2220, 2741, 39, 957, 1207, 2550, 1952, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5448557801498978\n", - "Coverage: 0.984375\n", - "Birth Iteration: 66\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.585917714949973, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.5860788953768081, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 1963, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2702, 2779, 2798, 2713, 2742, 1774, 2092, 2129, 2141, 2289, 2548, 2581, 2700, 2719, 2727, 2762, 2708, 2539, 2803, 835, 1740, 1919, 1966, 2056, 2384, 2530, 2665, 2738, 2776, 2813, 2819, 2839, 2840, 2845, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5860788953768081\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 66\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5378737371147237, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.5860788953768081, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.5860788953768081, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2611, 39, 303, 2093, 2220, 2550, 1952, 2172, 2244, 2385, 2468, 2526, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5384110052041741\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 67\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5719475235604268, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.5860788953768081, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.5860788953768081, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2577, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5729573433558253\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 68\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.58302257258614, 42), (0.5845696604709887, 46), (0.5860788953768081, 47), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2298, 2056, 2842, 388, 762, 1683, 2758, 2768, 2787, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5869971353842321\n", - "Coverage: 0.996875\n", - "Birth Iteration: 68\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.43472436925947366, 4), (0.47209014381689907, 5), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2771, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4746787991569775\n", - "Coverage: 0.87734375\n", - "Birth Iteration: 68\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2843, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221, 2719, 2506, 2267, 2656, 2707, 2833, 2606, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.596724129930961\n", - "Coverage: 1.0\n", - "Birth Iteration: 68\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2833, 2243, 1966, 2012, 2056, 2845, 1963, 2144, 2331, 2362, 2369, 2430, 2647, 2698, 2727, 2839, 388, 1811, 709, 1952, 2093, 2410, 2611, 2432, 2565, 2700, 2702, 2704, 2193, 2577, 2840, 1689, 2456, 2842, 2334, 2847, 2738, 2742, 2747, 1740, 2768, 2384, 2131, 2135, 2007, 2779, 2147, 2665, 2289, 762, 2172, 1919, 303, 770, 1207, 2129, 2228, 2385, 2435, 2497, 2548, 2551, 2646, 2651, 2674, 2683, 2685, 2715, 2725, 2737, 2762, 2599, 2631, 2298, 2708, 2581, 2586, 803, 2468, 39, 2092, 2221, 2222, 2735, 2744, 2813, 2777, 2526, 2527, 2021, 1512, 2798, 2804, 2301, 2175, 2473, 2689, 2746, 2818, 2508, 2764, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6014130150752541\n", - "Coverage: 1.0\n", - "Birth Iteration: 68\n", - "Rule Count: 103\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5401241577712166, 16), (0.5448557801498978, 17), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 303, 1870, 2093, 2735, 2220, 2741, 39, 2746, 2012, 1979, 2236, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5476434688958408\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 69\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2689, 2818, 1740, 1919, 2243, 2497, 2599, 2631, 2715, 2738, 2790, 2833, 2842, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5999037801694348\n", - "Coverage: 1.0\n", - "Birth Iteration: 69\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5682574686369752, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712, 2172, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5693368890712345\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 69\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2689, 2818, 1740, 1919, 2243, 2497, 2599, 2631, 2715, 2738, 2790, 2833, 2842, 835, 2784]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5990820042053439\n", - "Coverage: 1.0\n", - "Birth Iteration: 70\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2093, 2344, 2822, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813, 2613]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5557696487487759\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 71\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5384110052041741, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2828, 2611, 2021, 2344, 303, 1870, 2093, 2735, 2741, 39, 2746, 2012, 1979, 2236, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5387382503132029\n", - "Coverage: 0.9765625\n", - "Birth Iteration: 71\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5929376109641764, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2843, 2093, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2275, 2758, 2551, 2221, 2719, 2506, 2267, 2656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5937056601193224\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5812447036355954, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 1966, 2298, 2056, 2842, 388, 762, 835, 1683, 2758, 2768, 2787, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5812447036355954\n", - "Coverage: 0.996875\n", - "Birth Iteration: 71\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5812447036355954, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2298, 2056, 2842, 388, 762, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5816207912982106\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 73\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5877920479438505, 50), (0.5880606819885756, 53), (0.5887212775258316, 55), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2144, 2362, 2430, 2647, 2093, 2410, 762, 2193, 2236, 2639, 2644, 2702, 2779, 2713, 2742, 2840, 1774, 2129, 2141, 2289, 2530, 2548, 2581, 2700, 2727, 2762, 709, 835, 1740, 1811, 1919, 1966, 2021, 2056, 2275, 2384, 2456, 2665, 2738, 2768, 2813, 2819, 2833, 2839, 2847, 2228, 727, 2635, 2817]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5887212775258316\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 73\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Iteration: 74\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5782262338239568, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 2612, 2298, 2056, 2842, 388, 762, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5815133376803205\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 74\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5903648294540135, 56), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5908642445644343, 55), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 2468, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2093, 2222, 2362, 2747, 2384, 2768, 2779, 2021, 762, 2202, 2482, 2706, 2275, 2719, 2506, 2707, 303, 1952, 2244, 2430, 2473, 2751, 2795, 1919, 2762, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5908642445644343\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5573814530171266, 22), (0.5588528349439166, 23), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5908642445644343, 55), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5908642445644343, 55), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2093, 2344, 2822, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813, 2613, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5614146268795226\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 75\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316487536601389, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5908642445644343, 55), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5908642445644343, 55), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 1870, 2093, 2741, 39, 2746, 1979, 2172, 2193, 2369, 2456, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5316756170646113\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 76\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5908642445644343, 55), (0.5937056601193224, 57), (0.5945542994878859, 58), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2093, 1966, 2222, 2362, 2747, 2384, 2644, 2779, 2021, 762, 2482, 2275, 2551, 2221, 2719, 2267, 2791, 2813, 2091, 1905, 2530]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5947044903401639\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 76\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2298, 2056, 2842, 388, 762, 2758, 2768, 2787, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5819858893862688\n", - "Coverage: 0.996875\n", - "Birth Iteration: 76\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.536391365613377, 14), (0.5387382503132029, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2771, 2824, 39, 303, 2220, 2611, 2828, 1870, 2012, 2093, 2550, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5415686762935339\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 76\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5535460914967556, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2344, 2822, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5542714034175135\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 77\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.5887212775258316, 50), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 2612, 2298, 2056, 2842, 388, 762, 2762, 835, 2787, 2758, 1966, 2768, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.589462463276505\n", - "Coverage: 0.996875\n", - "Birth Iteration: 78\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6006718293245807, 97), (0.6008598731558883, 98), (0.6009673267737784, 99), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2689, 2818, 1740, 1919, 2243, 2497, 2599, 2631, 2715, 2738, 2790, 2833, 2842, 835, 2784, 2788, 2021, 2007, 2329, 2845, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6013324248618366\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.5988939603740362, 73), (0.5990820042053439, 78), (0.5999037801694348, 79), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2689, 2818, 1919, 2497, 2599, 2631, 2784, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6004569220888006\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2771, 2824, 39, 303, 2220, 2611, 2828, 1870, 2012, 2093, 2550, 2741, 2385]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5449363703633153\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 78\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 1919, 2771, 2635]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6030297035989636\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 104\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5659691950014532, 25), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2221, 2813, 2819, 2712, 2172, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5659691950014532\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 79\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5659691950014532, 25), (0.5693368890712345, 26), (0.5694284688592088, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5659691950014532, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712, 2172, 2776, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5694980694980695\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 80\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5659691950014532, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 303, 1683, 2369, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5672586384161337\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 80\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5722161576051519, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 2056, 2842, 762, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5722161576051519\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 80\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5151595075693747, 9), (0.5204125242075905, 10), (0.5205737046344256, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5722161576051519, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5722161576051519, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2771, 2824, 39, 303, 1952, 2611, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5238498189162326\n", - "Coverage: 0.95859375\n", - "Birth Iteration: 81\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5722161576051519, 31), (0.5729573433558253, 32), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 1870, 2093, 2741, 39, 2746, 1979, 2172, 2193, 2369, 2456, 2822, 1952, 2819, 2468, 2244, 709, 2473, 2795, 2221, 303, 2385, 1683, 2131, 2712, 2777, 2747, 2813, 2526, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5735642120841362\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 82\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 1966, 2612, 2056, 2842, 388, 762, 2758, 2768, 2021, 2091, 2093, 2221, 2267, 2384, 2530, 2551, 2644, 2747, 2779, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5907299275420718\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 82\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5694980694980695, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 709, 2021, 2221, 2813, 2819, 2712, 2172, 2776, 1979, 2804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5709804409994164\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 83\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5869971353842321, 39), (0.589462463276505, 40), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2639, 2771, 2824, 2628, 1966, 2298, 2056, 2842, 388, 762, 835, 1683, 2758, 2768, 2787, 2612, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901499222182334\n", - "Coverage: 0.996875\n", - "Birth Iteration: 83\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5829957091816674, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2639, 2771, 2824, 2628, 1966, 2298, 2056, 2842, 388, 835, 1683, 2758, 2768, 2787, 2612, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5853267200515777\n", - "Coverage: 0.996875\n", - "Birth Iteration: 84\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2344, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813, 2613, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5550663159771319\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 84\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6014130150752541, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2012, 2527, 2147, 2665, 2674, 2430, 1811, 2725, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 2635, 1064, 2779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6022347910393451\n", - "Coverage: 1.0\n", - "Birth Iteration: 85\n", - "Rule Count: 103\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 1919, 2771, 2635, 2779, 388, 2749, 2819, 2244, 2344, 2795, 1683, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6045120751003104\n", - "Coverage: 1.0\n", - "Birth Iteration: 85\n", - "Rule Count: 113\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5853267200515777, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 803, 2468, 2526, 2147, 2813, 2639, 2771, 2824, 2628, 1966, 2298, 2056, 2842, 388, 762, 835, 1683, 2758, 2768, 2787, 2612, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5864439934648663\n", - "Coverage: 0.996875\n", - "Birth Iteration: 86\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5550663159771319, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1952, 2138, 2193, 2344, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813, 2613, 1740, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5553776872562451\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 86\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.5819858893862688, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2639, 2771, 2824, 2628, 1966, 2056, 2842, 388, 835, 1683, 2758, 2768, 2787, 2612, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.583076299395085\n", - "Coverage: 0.996875\n", - "Birth Iteration: 86\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6022347910393451, 103), (0.6030297035989636, 104), (0.6031102938123811, 106), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2243, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2804, 2548, 2298, 2683, 2172, 2685, 1919, 2761, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6039589331809445\n", - "Coverage: 1.0\n", - "Birth Iteration: 87\n", - "Rule Count: 103\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5709804409994164, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2430, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 709, 2021, 2221, 2813, 2819, 2712, 2172, 2776, 1979, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718290803679797\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 87\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6013324248618366, 84), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2746, 2689, 2818, 1740, 2497, 2631, 2842, 835, 2784, 2788, 2021, 2007, 2329, 2845, 2751, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6017781131633124\n", - "Coverage: 1.0\n", - "Birth Iteration: 87\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5672586384161337, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5692831622622894, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712, 2172, 2776, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5692831622622894\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 88\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 89\n", - "Iteration: 90\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5692831622622894, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5735642120841362, 31), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5692831622622894, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 1870, 2093, 2741, 39, 2746, 1979, 2172, 2193, 2369, 2456, 2822, 1952, 2819, 2468, 2244, 2473, 2795, 2221, 303, 2385, 1683, 2131, 2712, 2777, 2747, 2813, 2526, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5741979442169196\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 90\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5692831622622894, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5692831622622894, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2344, 2193, 2771, 2611, 2824, 39, 303, 1952, 2220, 2385, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.528254196185885\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 91\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5692831622622894, 25), (0.5693368890712345, 26), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2813, 2819, 2712, 2172, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5710073044038888\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 91\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3394276629570747, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3404362616886336\n", - "Coverage: 0.7875\n", - "Birth Iteration: 91\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2843, 2093, 1966, 2222, 2362, 2747, 1740, 2384, 2768, 2644, 2007, 2779, 2021, 2665, 2798, 762, 2202, 2482, 2706, 2758, 2551, 2221, 2719, 2506, 2267, 2656, 2833, 2606, 2030, 2572, 2365, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.596777856739906\n", - "Coverage: 1.0\n", - "Birth Iteration: 91\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 709, 803, 1952, 2021, 2221, 2468, 2526, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 1919, 2779, 388, 2749, 2344, 1683, 2712, 2167, 2235, 2797, 2415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6040126599898896\n", - "Coverage: 1.0\n", - "Birth Iteration: 92\n", - "Rule Count: 110\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2334, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 1919, 2771, 2635, 2779, 388, 2749, 2819, 2244, 2344, 2795, 1683, 2712, 2741, 2649, 2814]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6045389385047829\n", - "Coverage: 1.0\n", - "Birth Iteration: 92\n", - "Rule Count: 114\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 1952, 2138, 2193, 2093, 2344, 2822, 2131, 2172, 2244, 2369, 2385, 2456, 2468, 2526, 2747, 2751, 2777, 2795, 2813, 2613, 2697, 2771]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5621289492257234\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 92\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 93\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5816207912982106, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2639, 2771, 2824, 2628, 2612, 2056, 2842, 388, 762, 835, 2520, 2768, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5827808019458873\n", - "Coverage: 0.996875\n", - "Birth Iteration: 94\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.5947044903401639, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2056, 835, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2842, 2334, 803, 2468, 2135, 2526, 2147, 2236, 2639, 2771, 2824, 2628, 388, 2840, 2093, 1966, 2222, 2362, 2747, 2384, 2644, 2779, 2021, 762, 2482, 2275, 2221, 2719, 2267, 2791, 2813, 2091, 1905, 2530, 2240]\n", - "Fitness: 1.0\n", - "Accuracy: 0.594811943958054\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 95\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Iteration: 96\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6040126599898896, 110), (0.6045120751003104, 113), (0.6045389385047829, 114)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 709, 1952, 2021, 2221, 2468, 2526, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2432, 770, 2565, 2833, 2840, 1689, 2586, 2715, 2842, 2456, 2847, 2599, 2738, 2742, 1207, 2362, 2497, 2631, 1740, 2385, 2646, 2778, 2651, 2141, 762, 2410, 2804, 2548, 2298, 2683, 2172, 2685, 1919, 2779, 388, 2749, 2344, 1683, 2712, 2167, 2235, 2797, 2415, 2428]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6047269823360906\n", - "Coverage: 1.0\n", - "Birth Iteration: 96\n", - "Rule Count: 108\n", - "Deletion Prob: None\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5653464524432267, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 709, 2021, 2221, 2819, 2712, 2172, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5664795996864308\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 97\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.583076299395085, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2639, 2771, 2824, 2628, 2612, 2298, 2056, 2842, 388, 762, 835, 2520, 2768, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5845586708964319\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 97\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2746, 2689, 2818, 1740, 2497, 2631, 2842, 835, 2784, 2788, 2021, 2007, 2329, 2845, 2751, 2202, 2740, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6026267525318758\n", - "Coverage: 1.0\n", - "Birth Iteration: 97\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6004569220888006, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2845, 2175, 2798, 2092, 2727, 2737, 2222, 2289, 2702, 2702, 2708, 39, 2129, 2131, 2435, 2551, 2581, 2700, 2749, 2762, 1512, 2056, 2698, 2193, 2577, 2839, 2331, 1963, 2093, 1966, 303, 2735, 2611, 2228, 2747, 2369, 2384, 2647, 2135, 2007, 2779, 2012, 2527, 2144, 2147, 2665, 2674, 2430, 1811, 2725, 388, 709, 803, 1952, 2021, 2221, 2468, 2526, 2704, 2744, 2777, 2813, 2301, 2768, 2473, 2746, 2751, 2329, 2689, 2788, 2818, 2740, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6013055614573641\n", - "Coverage: 1.0\n", - "Birth Iteration: 97\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5316756170646113, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2021, 2344, 1870, 2093, 2741, 39, 2746, 1979, 2172, 2369, 2456, 2822, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5318367974914464\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 98\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 99\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5730538073991585, 28), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2746, 1683, 2369, 2456, 2473, 2747, 2777, 2344, 2244, 2385, 2795, 2526, 2093, 2131, 2751, 1952, 2468, 2021, 2221, 2813, 2819, 2712, 2172, 39, 303, 1870, 2193, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730538073991585\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 99\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5730538073991585, 28), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5907299275420718, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5730538073991585, 28), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5917666107419428, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2236, 2771, 2824, 2628, 1966, 2612, 2056, 2842, 388, 762, 2758, 2768, 2021, 2091, 2093, 2221, 2267, 2384, 2530, 2551, 2644, 2747, 2779, 2791, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5917666107419428\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 99\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5730538073991585, 28), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5845586708964319, 37), (0.5864439934648663, 38), (0.5901499222182334, 39), (0.5917666107419428, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "[(0.32432432432432434, 2), (0.3404362616886336, 3), (0.4746787991569775, 4), (0.5054972294061477, 7), (0.5238498189162326, 9), (0.528254196185885, 11), (0.530112655349847, 12), (0.5318367974914464, 13), (0.5415686762935339, 14), (0.5449363703633153, 15), (0.5476434688958408, 16), (0.5499476163612786, 18), (0.5542714034175135, 19), (0.5553776872562451, 20), (0.5557696487487759, 21), (0.5614146268795226, 22), (0.5621289492257234, 23), (0.5664795996864308, 24), (0.5710073044038888, 25), (0.5718290803679797, 27), (0.5730538073991585, 28), (0.5741979442169196, 30), (0.5759489497629915, 33), (0.5815133376803205, 34), (0.5827808019458873, 35), (0.5874538132602649, 37), (0.5901499222182334, 39), (0.5917666107419428, 46), (0.594811943958054, 52), (0.5959292173713426, 60), (0.596724129930961, 62), (0.596777856739906, 63), (0.5981527746233628, 71), (0.6013055614573641, 73), (0.6017781131633124, 77), (0.6026267525318758, 79), (0.6039589331809445, 103), (0.6047269823360906, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2749, 2012, 2845, 1963, 2144, 2369, 2647, 2777, 1811, 709, 2138, 2410, 2611, 2702, 2193, 2456, 2334, 803, 2468, 2526, 2147, 2813, 2639, 2771, 2824, 2628, 1966, 2298, 2056, 2842, 388, 762, 835, 1683, 2768, 2612, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5874538132602649\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 99\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.12895025879274058\n", - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [0, 1, 2], [2, 1, 0], [0, 1, 2], [0, 2, 1], [1, 0, 2], [2, 1, 0], [0, 1, 2], [1, 0, 2], [0, 2, 1], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 0, 1], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 1, 0], [0, 1, 2], [0, 1, 2], [0, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [1, 0, 2], [1, 2, 0], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 2, 0], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2]]\n", - "Average States: 2.98\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.554 1.336 0.001 0.018 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.04 1.077 0.0 0.026 0.013 0.012 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.048 0.007 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.561 2.884 0.001 0.045 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.112 2.348 0.0 0.064 0.03 0.026 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.145 0.021 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.573 4.297 0.001 0.073 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.19 3.483 0.0 0.104 0.047 0.039 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.253 0.031 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.59 5.816 0.001 0.106 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.279 4.69 0.0 0.149 0.066 0.053 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.375 0.043 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.588 7.266 0.001 0.139 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.372 5.822 0.0 0.195 0.085 0.067 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.497 0.055 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.591 8.812 0.001 0.171 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.473 7.028 0.0 0.241 0.105 0.082 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.629 0.068 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.584 10.281 0.002 0.199 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.575 8.156 0.0 0.283 0.125 0.096 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.769 0.08 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.596 11.693 0.002 0.231 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.666 9.253 0.0 0.327 0.146 0.111 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.89 0.091 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.593 13.082 0.002 0.264 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.766 10.307 0.0 0.375 0.167 0.126 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.017 0.104 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.587 14.499 0.002 0.294 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.865 11.398 0.0 0.418 0.186 0.141 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.142 0.116 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 287\n", - "Post-Cleaning Population Size: 287\n", - "Post-Subsumption Compaction Population Size: 271\n", - "1 rules subsumed with a specificity of 3\n", - "3 rules subsumed with a specificity of 4\n", - "5 rules subsumed with a specificity of 5\n", - "7 rules subsumed with a specificity of 6\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2577, 2228, 2674, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 1033, 2646, 2144, 2822, 2697, 2456, 2823, 2741, 303, 2365, 839, 2220, 835, 2157, 770, 2082, 803, 2473, 1279, 2685, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 1351, 2789, 2384, 923, 2528, 2777, 2599, 2719, 709, 2636, 2651, 2809, 1952, 2791, 727, 1979, 2540, 2708, 2790, 2141, 1683, 2700, 951, 2344, 2167, 2849, 2757, 2331, 2706, 2135, 1064, 2698, 762, 1966, 2606, 1963, 2612, 2527, 2056, 2193, 2647, 2742, 2814, 2807, 39, 2597, 2243, 2449, 2093, 2369, 2720, 2506, 2224, 2536, 1942, 2435, 2202, 2816, 2428, 2739, 2639, 2539, 2025, 2101, 2482, 2738, 2138, 2091, 2682, 2694, 2828, 2289, 2570, 2301, 388, 2801, 2128, 2235, 2771, 2615, 2529, 2175, 2267, 2516, 2092, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5505984433878172\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 134\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2614, 2491, 2709, 2577, 2369, 2459, 2711, 2228]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47431125894124\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2101, 2734, 2091, 1927, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2092, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2743, 2360, 2794, 2846, 923, 2777, 2773, 2572, 951, 2344, 2167, 2849, 2331, 2193, 39, 2243, 2334, 2810, 2491, 2577, 2506, 2224, 2536, 1942, 2435, 2202, 2816, 2428, 2739, 2639, 2804, 2539, 2025, 2787, 2482, 2738, 2138, 2694, 388, 2801, 2725, 2128, 2235, 2771, 2615, 2131, 2565, 2529, 2362, 2175, 2267, 2112, 2516, 2737, 2712, 957, 2755, 1822, 2751, 2795, 2498, 2752, 2789, 2688, 2384, 2528, 2172, 2841, 2839, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5445541773815019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 106\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2491, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.481228585592912\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2614, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2497, 2574, 2286, 2586, 2787, 2593, 2649, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2822, 2697, 2632, 2456, 2236, 2823, 2741, 303, 2365, 2550, 2520, 2362, 839, 2220, 2157, 2112, 2737, 770, 2566, 2082, 803, 2712, 957, 2755, 2838, 2275, 2850, 2779, 2327, 1351, 1822, 2795, 2498, 2743, 2752, 2360, 2789, 2688, 2384, 2794, 2846, 923, 2528, 2599, 2704, 2719, 2735, 2385, 709, 2636, 2651, 2129, 2809, 2410, 2329, 1979, 2540, 2655, 2222, 2708, 2764, 2790, 2141, 2344, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5567526051397019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2449, 2093, 2709, 2577, 2228, 2536, 1942, 2101, 2138, 2848, 2301, 2235, 2516, 2566, 2473, 1279, 2850, 2798, 2498, 2688, 2656, 2813, 2006, 2430, 2825, 2572, 2644, 2167, 2468, 2661, 2720, 2674, 2539, 1927, 2682, 1033, 2646, 2144, 803, 2275, 2327, 2789, 2384, 923, 2528, 2631, 2791, 2540, 2708, 951, 2344, 2849, 2331, 2135, 1064, 2606, 2612, 2193, 2647, 2814, 2491, 2369, 2459, 2711, 2816, 2428, 2739, 2025, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5471123061255889\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2491, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2816, 2739, 2639, 2025, 2787, 2747, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2615, 2529, 2362, 2175, 2267, 2112, 2737, 770, 2082, 2712, 957, 2685, 2755, 2838, 2715, 2844, 2779, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5214211229391494\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2491, 2577, 2369, 2228, 2720, 2674, 2506, 2224, 2816, 2428, 2739, 2639, 2804, 2539, 2025, 2787, 2138, 2694, 2828, 2289, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4843545090224407\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2661, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2224, 2804, 2539, 2787, 2482, 2138, 1927, 2848, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2362, 2112, 2737, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2743, 2360, 2789, 2794, 2846, 923, 2528, 2777, 2129, 2410, 2329, 2791, 2540, 2222, 2708, 2764, 2843, 2572, 2644, 951, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5572361464202071\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2286, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2702, 839, 2220, 835, 2157, 770, 2566, 2082, 803, 2473, 1279, 2685, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 2384, 923, 2777, 1952, 2791, 727, 1979, 2540, 2708, 2572, 2141, 1683, 2700, 951, 2344, 2167, 2849, 2757, 2331, 1064, 2012, 2606, 1963, 2612, 2056, 2193, 2814, 39, 2334, 2661, 2577, 2539, 2138, 2694, 2828, 2301, 2131, 2776, 2516, 2755, 1822, 2751, 2743, 2360, 2789, 2688, 2794, 2846, 2528, 2551, 2508, 2843, 2825, 2833, 2644, 1789, 2706, 2135, 2498, 2810, 2491, 2449, 1740, 2611, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581604917468295\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2449, 2093, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2435, 2202, 2816, 2428, 2739, 2639, 2025, 2101, 2738, 2734, 2091, 2747, 2682, 2694, 2828, 2824, 2289, 2570, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4996617653164143\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5168177122636326, 39), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2614, 2334, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2497, 2574, 2586, 2804, 2539, 2787, 2593, 2138, 2649, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2632, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5168177122636326\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5168177122636326, 39), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2826, 2689, 2286, 2639, 2101, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 1811, 2365, 2702, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5278390344804007\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2661, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2224, 2539, 2482, 2138, 1927, 2848, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2566, 803, 2473, 957, 1279, 2275, 2850, 2798, 2327, 2751, 2743, 2752, 2360, 2789, 2384, 2794, 2846, 923, 2528, 2777, 2843, 2825, 2833, 2572, 2644, 951, 2344, 2167, 2849, 2331, 2706, 2135, 1064, 2193, 2647, 2597, 2093, 2577, 1740, 2611, 2689, 2286, 2734, 2091, 2747, 2741, 303, 2365, 839, 2220, 835, 2157, 770]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5584022623870821\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2810, 2449, 2661, 2459, 2720, 2674, 2435, 2202, 2739, 2734, 2682, 2694, 2753, 1033, 2646, 2144, 2776, 2789, 2384, 2846, 923, 2528, 2777, 2631, 2551, 2706, 2135, 1064, 2647, 2491, 2577, 2369, 2711, 2228, 2826, 2816, 2428, 2025, 2787, 2482, 2747, 2828, 2824, 2289, 2570, 2301, 1811, 2615, 2529, 2362, 2175, 2267, 2737, 770, 2082, 2712, 957, 2685, 2755, 2838, 2715, 2844, 2779, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2794, 2841, 2714, 1880, 631, 2837, 2021, 2526, 2244, 2410, 2329, 2727, 2508, 2840, 2141, 1683, 2700, 1789, 2757, 2761, 2817, 2800, 1870, 2746, 2713, 2056, 2834, 2788, 39, 2506, 2224, 2516, 1351, 2790, 2527, 2807, 2778, 2334, 2709, 2539, 2138, 1927, 2848, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2751, 2843, 2825, 2833, 2644, 951]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5683807960847809\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 129\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2611, 2101, 2738, 2734, 2091, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 2092, 2566, 2473, 957, 1279, 2850, 2798, 2743, 2752, 2360, 2794, 2846, 2809, 2773, 2572, 2167, 2661, 2577, 2674, 2826, 2689, 2286, 2639, 1927, 2747, 2694, 1033, 1811, 2365, 2702, 839, 2220, 835, 2157, 2776, 770, 2082, 803, 2685, 2755, 2838, 2275, 2715, 2844, 2327, 1822, 2795, 2498, 2688, 2528, 2777, 2385, 1401, 2749, 1880, 631, 2837, 2021, 2636, 2631, 2551, 1952, 2791, 727, 2508, 1979, 2540, 2708, 2141, 1683, 2700, 951, 2344, 2849, 1789, 2757, 2331, 2740, 2503, 2797, 2548, 2768, 1870, 2746, 1966, 2012, 2606, 1963, 2612, 2561, 2056, 2193, 2007, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5611679719839113\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 118\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5016008146937938, 37), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2497, 2574, 2816, 2586, 2428, 2739, 2639, 2025, 2482, 2593, 2649, 2747, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2155, 2632, 2236, 2615, 2550, 2520, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5016008146937938\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5016008146937938, 37), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2614, 2449, 2093, 2661, 2709, 2577, 2369, 2228, 2720, 2674, 797, 1740, 2611, 2497, 2574, 2689, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5016667521411354\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2816, 2428, 2739, 2539, 2025, 2138, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2615, 2131, 2529, 2175, 2776, 2267, 2516, 1351, 1822, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2526, 2551, 2244, 2727, 2508, 2840, 2843, 2790, 2644, 1789, 2706, 2135, 1064, 2527, 2647, 2807, 2778, 2709, 2826, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 2822, 2697, 1811, 2741, 303, 2365, 839, 2220, 835, 2157, 770, 2566, 2082, 803, 2473, 957, 1279, 2685, 2755, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 2714, 2599, 2385, 1401, 2749, 1880, 631, 2837, 2021, 2636, 2651, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5658947101072338\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2334, 2449, 2093, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2536, 1942, 1740, 2611, 2539, 2101, 2482, 2138, 2734, 2091, 1927, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2725, 2456, 2823, 2235, 2741, 303, 2131, 2702, 2776, 2516, 2092, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 1351, 1822, 2751, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2719, 2839, 2030, 709, 2656, 2628, 2813, 2006, 2430, 2631, 2651, 2551, 2809, 2508, 2843, 2825, 2790, 2773, 2572, 2644, 951, 2344, 2167, 2849, 1789, 2331, 2706, 2135, 1064, 762, 2468, 2768, 2527, 2193, 2647, 2742, 2807, 2810, 2491, 2787, 2747, 2565, 2362, 2112, 2737, 2712, 957, 2685, 2838, 2715, 2752, 2794, 2129]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5672097958625473\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 125\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2286, 2593, 2649, 2091, 2747, 2848, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5218558216660684\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2646, 2144, 2456, 2823, 2741, 303, 2365, 839, 2220, 2157, 770, 2566, 2082, 803, 2838, 2275, 2850, 2779, 2327, 1351, 2743, 2360, 2789, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5287768115092594\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2614, 2449, 2093, 2709, 2577, 2369, 2228, 2720, 2674, 797, 2536, 1942, 2497, 2574, 2586, 2539, 2101, 2593, 2138, 2649, 2091, 1927, 2848, 2682, 2694, 2828, 2289, 2570, 2301, 1033, 2646, 2144, 1207, 2819, 2632, 2236, 2235, 2550, 2520, 2516, 2092, 2566, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5355036522019444\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2539, 2138, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2131, 2516, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 1822, 2751, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2843, 2825, 2572, 2644, 951, 2344, 2167, 2849, 1789, 2331, 2706, 2135, 1064, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5635905626417961\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2491, 2369, 2459, 2711, 2228, 2720, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47691578811123403\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2101, 2734, 2091, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 2092, 2566, 2473, 1279, 2850, 2798, 1822, 2795, 2498, 2743, 2360, 2688, 2846, 2773, 2572, 2167, 1789, 39, 2334, 2810, 2491, 2661, 2674, 2536, 1942, 1740, 2611, 2804, 2787, 2138, 1927, 1033, 2646, 2144, 2725, 2235, 2741, 303, 803, 2712, 2275, 2327, 1351, 923, 2839, 2030, 2656, 2628, 2813, 2006, 2430, 2651, 2809, 2843, 2644, 951, 2344, 2849, 2331, 2468, 2193, 2539, 2131, 2702, 2776, 2516, 2755, 2789, 2384, 2794, 2528, 2631, 2551, 2508, 2540, 2708, 2135, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 770, 2715, 2844, 2751, 2385, 727, 1683, 2706, 2503, 2548, 2612, 2432, 2826, 2747, 2456, 1811, 2823, 2220, 2157, 2082, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.573026943994686\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 131\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2581, 2243, 2614, 2810, 2491, 2449, 2093, 2577, 2228, 2674, 797, 2536, 1942, 2435, 2202, 2497, 2574, 2586, 2428, 2739, 2804, 2025, 2101, 2787, 2138, 2301, 1033, 2646, 2144, 1207, 2819, 2801, 2632, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5231770127405801\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2674, 2826, 1740, 2611, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 2822, 2697, 1811, 2741, 303, 839, 2220, 835, 2157, 2092, 770, 2566, 2082, 803, 2473]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5451683724928507\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2491, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2286, 2101, 2787, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2365, 2565, 2362, 839, 2220, 835, 2157, 2112, 2737, 2092, 770, 2566, 2082, 803, 2473, 1279, 2685, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5548672825712674\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2804, 2539, 2787, 2593, 2649, 1927, 2848, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2456, 2823, 2741, 303, 2131, 2550, 2362, 2112, 2737, 2566, 803, 2473, 2712, 957, 1279, 2755, 2275, 2850, 2798, 2327, 1351, 1822, 2795, 2498, 2752, 2794, 923, 2777, 2719, 709, 2651, 2129, 2809, 2410, 2329, 2508, 2655, 2222, 2764, 2572, 951, 2344, 2167, 2849, 2331, 762, 2147, 2221, 2665, 2713, 2193, 2597, 2810, 2449, 2093, 2661, 2826, 2689, 2286, 2639, 2101, 2738, 2747, 2301, 2697, 1811, 2365, 839, 2220, 835, 2157, 2776, 2685, 2838, 2715, 2688, 2714, 2385, 1401, 2749, 1880, 631, 2021, 2636, 1952, 2791, 727, 1979, 2757, 2698, 2503, 2797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5666786330922953\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 122\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2810, 2491, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2286, 2101, 2738, 2734, 2091, 2824, 1033, 2144, 2365, 839, 2220, 835, 2092, 770, 2082, 803, 2473, 1279, 2685, 2577, 2661, 2138, 1064]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5361227315686519\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2816, 2428, 2539, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2615, 2131, 2175, 2516, 1351, 1822, 2789, 2688, 2384, 923, 2777, 2526, 2244, 2840, 2790, 2644, 2706, 2135, 1064, 2527, 2807, 2778, 2709, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 2822, 1811, 2741, 2365, 839, 2220, 835, 2157, 770, 2566, 2082, 803, 2473, 1279, 2685, 2755, 2838, 2715, 2850, 2844, 2798, 2327, 631, 2021, 2636, 2093, 2101, 2112, 2565, 2738, 2787, 2697, 2813, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5662439343653765\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2428, 2739, 2539, 2025, 2694, 2828, 2824, 2289, 2570, 2646, 2615, 2131, 1822, 2795, 2688, 2384, 923, 2551, 2727, 2508, 2840, 2843, 2807, 2778, 2709, 1740, 2689, 1927, 1811, 2741, 303, 835, 2157, 803, 957, 2838, 2275, 2850, 2844, 2798, 1401, 2636, 2651, 2809, 2614, 2822, 2593, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5593143970753078\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2491, 2661, 2369, 2459, 2711, 2228, 2720, 2674, 39, 1033, 2112, 2129, 2144, 2222, 2224, 2327, 2329, 2334, 2344, 2360, 2362, 2473, 2482, 2528, 2539, 2540, 2570, 2644, 2708, 2709, 2737, 2753, 2764, 2777, 2787, 2789, 2804, 2843, 2848, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536154479228483\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2491, 2661, 2369, 2459, 2711, 2228, 2720, 2674, 2138, 1927, 2828, 2824, 2289, 2301, 2646, 2566, 803, 1279, 2275, 2850, 2798, 2743, 2794, 2846, 923, 2410, 2791, 2572, 951, 2577, 2614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5299026323694256\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2428, 2539, 2138, 2694, 2828, 2824, 2570, 2301, 2753, 1033, 2646, 2144, 2615, 2776, 1822, 2743, 2360, 2789, 2688, 2846, 923, 2528, 2777, 2551, 2508, 2840, 2843, 2790, 2644, 1789, 2135, 1064, 2778, 2709, 1740, 2611, 2689, 1927, 2848, 2822, 1811, 2741, 2365, 2220, 835, 2157, 770, 2566, 803, 2473, 1279, 2755, 2275, 2715, 2850, 2327, 2714, 2599, 2749, 631, 2837, 2021, 2636, 2651, 951, 2222, 2224, 2329, 2344, 2410, 2482, 2708, 2737, 2764, 2787, 2791, 2794, 2685, 2744, 1870, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5685370922562574\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 91\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5662439343653765, 85), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5665015788355446, 83), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2646, 2144, 2456, 2823, 2741, 303, 2365, 839, 2220, 2157, 770, 2566, 2082, 803, 2275, 2850, 2327, 1351, 2743, 2360, 2789, 2384, 39, 727, 1064, 1279, 1683, 1789, 1811, 1822, 1942, 2135, 2138, 2167, 2430, 2432, 2449, 2459, 2468, 2503, 2516, 2528, 2536, 2597, 2631, 2644, 2651, 2661, 2688, 2702, 2712, 2715, 2725, 2738, 2747, 2751, 2768, 2776, 2794, 2798, 2810, 2824, 2843, 2846, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5665015788355446\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5665015788355446, 83), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5665015788355446, 83), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2826, 2689, 2286, 2639, 2101, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 839, 770, 803, 1279, 2082, 2112, 2144, 2220, 2362, 2473, 2491, 2646, 2737, 2787, 2810, 2838, 2131]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5538037359669238\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5665015788355446, 83), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2709, 2369, 2459, 2711, 2674, 2826, 2689, 2286, 2101, 2734, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 2697, 1811, 2741, 2220, 835, 2092, 770, 2566, 2082, 803, 2473, 1683, 2025, 2056, 2141, 2275, 2327, 2362, 2410, 2491, 2527, 2615, 2631, 2644, 2685, 2688, 2694, 2700, 2706, 2714, 2720, 2743, 2746, 2751, 2755, 2757, 2776, 2777, 2787, 2788, 2798, 2810, 2816, 2834, 2840, 2841, 2843, 2850, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5646541092461397\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5685370922562574, 91), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2804, 2539, 2787, 2593, 1927, 2848, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2456, 2131, 2550, 2362, 2112, 2737, 2566, 803, 2473, 2712, 957, 1279, 2755, 2798, 2327, 2794, 2777, 2651, 2129, 2809, 2410, 2508, 2655, 2222, 951, 2344, 2167, 2331, 2221, 2713, 2193, 2810, 2449, 2093, 2661, 2826, 2689, 2286, 2639, 2101, 2738, 2747, 2301, 2365, 839, 2220, 835, 2157, 2776, 2685, 2838, 2715, 2688, 631, 2636, 2791, 727, 2757, 2503, 2082, 2091, 2565, 2267]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5709914305739732\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.536154479228483, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5382009822237526, 39), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2614, 2810, 2449, 2093, 2228, 2674, 2497, 2428, 2804, 2101, 2787, 2301, 1033, 2646, 2144, 2801, 2632, 2236, 770, 803, 1811, 1927, 2092, 2286, 2459, 2689, 2709, 2711, 2734, 2741, 2747, 2753, 2824, 2826, 2828, 2848, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5382009822237526\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5382009822237526, 39), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5382009822237526, 39), (0.5447165788721766, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2369, 2674, 1740, 2611, 2101, 2091, 2570, 1033, 2646, 2144, 2822, 2697, 303, 839, 2220, 2157, 2566, 2082, 2473, 39, 797, 1207, 1942, 2025, 2138, 2202, 2243, 2435, 2491, 2536, 2574, 2577, 2586, 2739, 2819, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5447165788721766\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5382009822237526, 39), (0.5447165788721766, 41), (0.5451683724928507, 43), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2369, 2459, 2711, 2228, 2720, 2674, 803, 951, 1033, 1279, 1789, 2138, 2167, 2193, 2275, 2289, 2344, 2360, 2384, 2528, 2577, 2646, 2709, 2743, 2751, 2777, 2778, 2789, 2795, 2825, 2846, 2850, 2804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5504262733864251\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2539, 2138, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2131, 2516, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 1822, 2751, 2795, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2843, 2825, 2572, 2644, 951, 2344, 2167, 2849, 1789, 2331, 2706, 2135, 1064, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5599114972929015\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2286, 2091, 2848, 2682, 2491, 2614, 2661, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4950168384703489\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2593, 2649, 2689, 2694, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49034871141133\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5714908456843941, 125), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2816, 2428, 2739, 2539, 2025, 2138, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 2646, 2144, 2615, 2131, 2529, 2175, 2776, 2516, 1822, 2795, 2498, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2526, 2551, 2244, 2727, 2508, 2840, 2843, 2790, 2644, 1789, 2706, 2135, 1064, 2527, 2647, 2778, 2709, 2826, 2611, 2689, 2286, 1927, 2747, 2822, 1811, 2741, 303, 2365, 839, 2220, 835, 2157, 770, 2566, 2082, 803, 2473, 957, 1279, 2685, 2755, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 2599, 2385, 1401, 2749, 631, 2837, 2651, 727, 951, 2006, 2030, 2093, 2101, 2344, 2430, 2432, 2449, 2456, 2468, 2536, 2572, 2631, 2656, 2682, 2708, 2725, 2810, 2823, 2839, 2825, 2713, 2744, 1942, 2243, 2665]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5714908456843941\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 125\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5714908456843941, 125), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2734, 2091, 2848, 2694, 2828, 2824, 2570, 2301, 2753, 2092, 2566, 2473, 1279, 2850, 2798, 1822, 2795, 2498, 2743, 2360, 2688, 2846, 2773, 2167, 1789, 39, 2334, 2491, 2661, 2674, 1942, 1740, 2611, 2804, 2787, 2138, 1927, 1033, 2646, 2144, 2235, 2741, 303, 803, 2712, 2275, 2327, 1351, 923, 2628, 2813, 2651, 2809, 2843, 2849, 2331, 2193, 2539, 2131, 2702, 2776, 2516, 2755, 2789, 2384, 2794, 2528, 2508, 2540, 2135, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 770, 2715, 2844, 2751, 2385, 1683, 2706, 2503, 2548, 2612, 2826, 2747, 1811, 2220, 2157, 957, 1880, 2021, 2267, 2636, 2697, 2714, 2777, 2807, 2838, 2632, 2739, 1963, 2790, 2112, 2840, 2764]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5738059827243889\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 121\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.4950168384703489, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2286, 2593, 2649, 2747, 2848, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5073166145272408\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5548672825712674, 52), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.557139682376874, 50), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2709, 2577, 2459, 2228, 2720, 2674, 2138, 1927, 2694, 2824, 2570, 2301, 2753, 1033, 2144, 2566, 803, 2473, 2275, 2798, 1822, 2360, 2384, 923, 2528, 2777, 2572, 2644, 2344, 2167, 2849, 2331, 2135, 797, 1207, 2025, 2093, 2101, 2243, 2497, 2586, 2597, 2614, 2632, 2801, 2804, 2819, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.557139682376874\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.557139682376874, 50), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.557139682376874, 50), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2286, 2593, 2649, 2091, 2747, 2848, 2682, 2694, 39, 770, 835, 839, 923, 951, 1033, 1279, 1351, 1683, 1789, 1811, 1927, 1942, 2082, 2101, 2131, 2138, 2167, 2220, 2275, 2289, 2301, 2327, 2331, 2334, 2360, 2365, 2384, 2385, 2430, 2449, 2456, 2498, 2516, 2548, 2572, 2611, 2631, 2646, 2647, 2651, 2656, 2706, 2709, 2712, 2738, 2751, 2755, 2768, 2773, 2789, 2794, 2809, 2813, 2824, 2828, 2839, 2843, 2844, 2846, 2849, 2850, 2764, 2157, 2506, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5670974579892986\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.557139682376874, 50), (0.5593143970753078, 59), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2674, 2826, 1740, 2611, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 2822, 2697, 1811, 2741, 303, 839, 2220, 835, 2157, 2092, 770, 2566, 2082, 803, 2473, 2720, 2593, 2694, 2577, 2228, 2649, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5598895181437876\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5299026323694256, 33), (0.5361227315686519, 34), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2711, 2674, 2689, 2286, 2091, 1927, 2747, 2848, 2824, 2570, 2144, 2822, 303, 839, 835, 2157, 770, 2082, 803, 2473, 2228, 2593, 2682, 2720, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5405380984128612\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5238229555117601, 29), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2689, 2286, 2649, 2091, 2747, 2848, 2694, 1033, 1740, 1811, 2092, 2101, 2220, 2459, 2566, 2611, 2646, 2697, 2734, 2741, 2753, 2826, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5238229555117601\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5238229555117601, 29), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5599114972929015, 62), (0.5635905626417961, 63), (0.5646541092461397, 73), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5238229555117601, 29), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2101, 2738, 2734, 1927, 2747, 2848, 2828, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2362, 839, 2112, 770, 2566, 2082, 803, 2473, 1279, 2685, 2838, 39, 923, 951, 1064, 1789, 1822, 2135, 2138, 2331, 2334, 2344, 2498, 2516, 2528, 2572, 2577, 2644, 2751, 2777, 2789, 2843, 2846, 2849, 2850, 2596, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5657603930848712\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5238229555117601, 29), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5238229555117601, 29), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2491, 2449, 2093, 2369, 2459, 2711, 2674, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2289, 2570, 2753, 1033, 2144, 2365, 2362, 839, 2220, 835, 2157, 2737, 2092, 770, 2566, 2082, 803, 2473, 1279, 2838, 303, 1740, 1811, 2611, 2741, 2822, 2826, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556414370456116\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5238229555117601, 29), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2449, 2093, 2369, 2711, 2674, 2286, 1927, 2747, 2848, 2144, 2822, 839, 835, 2157, 770, 803, 2473, 2228, 2682, 2720, 2527, 2491]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288024538498921\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2491, 2369, 2459, 2711, 2228, 2720, 2674, 2834]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4826413564553982\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5665015788355446, 83), (0.5670974579892986, 84), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2577, 2369, 2711, 2228, 2720, 2091, 2828, 2824, 2570, 2301, 2473, 1279, 2850, 2795, 2498, 2743, 2360, 2846, 2773, 2167, 1789, 39, 2334, 2491, 2661, 2674, 1740, 2611, 2804, 2787, 2138, 2646, 2235, 2741, 803, 2712, 2275, 2327, 923, 2628, 2651, 2809, 2843, 2331, 2193, 2539, 2516, 2789, 2384, 2794, 2528, 2508, 2540, 2135, 1064, 2768, 2738, 2365, 839, 835, 770, 2715, 2751, 1683, 2503, 2548, 2157, 2267, 2636, 2697, 2714, 2777, 2807, 2632, 2739, 951, 2289, 2825, 2753, 2757]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5691598348144837\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2286, 2593, 2649, 2747, 2848, 2682, 2694, 770, 2566, 2824, 1033, 2570, 2826, 2828, 1811, 2838, 2327, 2840, 2843, 2331, 2844, 1822, 2846, 2334, 2850, 803, 2849, 39, 1064, 2091, 2092, 303, 2611, 2612, 2360, 2301, 2365, 2112, 835, 2628, 1351, 2632, 2813, 839, 2636, 2384, 2385, 2131, 2646, 2135, 2647, 1880, 2138, 2651, 2144, 2661, 2157, 2674, 2167, 2688, 1927, 2697, 2702, 2193, 2706, 1683, 2709, 1942, 2711, 2712, 2714, 2715, 2459, 923, 2473, 1963, 2220, 2734, 2738, 2739, 2741, 2743, 2235, 2491, 957, 2751, 2753, 2498, 2755, 2503, 1740, 2764, 2508, 2768, 2516, 2773, 2776, 2777, 2267, 2528, 2787, 2275, 2789, 2790, 2021, 2794, 2795, 2539, 2540, 2798, 2804, 2548, 2807, 2809, 1789, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5750197201810106\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 125\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2709, 2577, 2369, 2228, 2720, 2734, 2848, 2694, 2753, 2473, 1279, 2850, 2798, 2360, 2688, 2846, 2167, 1942, 1740, 2804, 2138, 1927, 2646, 2235, 2741, 2275, 2327, 2628, 2813, 2843, 2539, 2776, 2516, 2789, 2384, 2794, 2528, 2135, 1064, 2689, 2286, 839, 835, 2715, 2844, 2751, 1683, 2612, 2826, 2747, 1880, 2807, 2632, 2739, 1963, 2790, 2764, 2093, 2593, 2758]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5658947101072338\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2491, 2661, 2577, 2369, 2459, 2711, 2720, 2674, 303, 770, 803, 835, 839, 1279, 1811, 2082, 2091, 2092, 2093, 2220, 2286, 2289, 2566, 2734, 2737, 2741, 2753, 2822, 2828, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5311700966349923\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5691598348144837, 83), (0.5709914305739732, 88), (0.5738059827243889, 121), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 1927, 2848, 2828, 2301, 1033, 2646, 2456, 303, 2365, 839, 2220, 2157, 770, 2082, 2275, 2850, 2327, 1351, 2360, 2789, 2384, 39, 1064, 1279, 1683, 1789, 1811, 1942, 2135, 2138, 2167, 2430, 2432, 2449, 2459, 2468, 2503, 2516, 2597, 2631, 2651, 2688, 2702, 2712, 2715, 2738, 2747, 2751, 2768, 2794, 2798, 2824, 2843, 2846, 2849, 835, 923, 2091, 2093, 2498, 2506, 2548, 2572, 2593, 2647, 2656, 2682, 2706, 2809, 2839, 2539, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5744507044317291\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2577, 2369, 2689, 2286, 2649, 2091, 2747, 2848, 2694, 1033, 1740, 1811, 2092, 2101, 2220, 2459, 2566, 2611, 2646, 2697, 2734, 2741, 2753, 2826, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5308001142915755\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2689, 2649, 2694, 2092, 2459, 2753, 2228, 2720, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.495751918901824\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2491, 2369, 2459, 2711, 2674, 1033, 1740, 1811, 2091, 2101, 2220, 2286, 2566, 2577, 2611, 2646, 2697, 2734, 2741, 2747, 2826, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5295277657706501\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2810, 2449, 2093, 2711, 2689, 2286, 2091, 1927, 2747, 2848, 2828, 2824, 2289, 2570, 2753, 2144, 839, 2220, 835, 2157, 2737, 770, 2082, 803, 2473, 2838, 303, 2822, 2826, 2593, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5443295016350045\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2369, 2459, 2711, 2228, 2720, 2674, 803, 1033, 1279, 2138, 2193, 2360, 2384, 2577, 2646, 2709, 2743, 2751, 2778, 2795, 2846, 2850, 770, 839, 1927, 2082, 2091, 2101, 2144, 2286, 2566, 2593, 2611, 2649, 2694, 2697, 2753, 2822, 2824, 2826, 2828, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.552547261275914\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4826413564553982, 10), (0.49034871141133, 12), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2593, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4917395031247024\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5750197201810106, 125)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5747620757108424, 123), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2734, 2091, 2848, 2694, 2828, 2824, 2570, 2301, 2753, 2092, 2473, 1279, 2850, 2798, 1822, 2795, 2498, 2743, 2360, 2688, 2846, 2773, 2167, 1789, 39, 2334, 2491, 2661, 2674, 1942, 1740, 2611, 2804, 2787, 2138, 1927, 1033, 2646, 2144, 2235, 2741, 303, 803, 2712, 2275, 2327, 1351, 923, 2628, 2813, 2651, 2809, 2843, 2849, 2331, 2193, 2539, 2131, 2702, 2776, 2516, 2755, 2789, 2384, 2794, 2528, 2508, 2540, 2135, 1064, 2647, 2689, 2286, 2738, 2365, 839, 835, 770, 2715, 2844, 2751, 2385, 1683, 2706, 2503, 2548, 2612, 2826, 2747, 1811, 2220, 2157, 957, 1880, 2021, 2267, 2636, 2697, 2714, 2777, 2807, 2838, 2632, 2739, 1963, 2790, 2112, 2840, 2764, 1979, 2788, 2572, 2749]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5747620757108424\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 123\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5747620757108424, 123), (0.5750197201810106, 125)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5747620757108424, 123), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2449, 2093, 2709, 2369, 2711, 2674, 2689, 2286, 2091, 1927, 2747, 2848, 2824, 2570, 2144, 2822, 303, 839, 835, 2157, 770, 2082, 803, 2473, 2228, 2593, 1033, 1811, 2092, 2101, 2220, 2289, 2362, 2365, 2491, 2611, 2741, 2810, 2838, 2566, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5514519670117393\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5538037359669238, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5747620757108424, 123), (0.5750197201810106, 125)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5747620757108424, 123), (0.5750197201810106, 125)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2093, 2369, 2459, 2711, 2674, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2144, 2365, 839, 2220, 835, 2157, 2737, 2092, 2566, 2082, 803, 303, 1740, 1811, 2611, 2741, 2822, 2826, 2327, 2646, 2649, 2682, 2720, 2746, 2665, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5550882951262458\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5747620757108424, 123), (0.5750197201810106, 125)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2459, 2711, 2228, 2720, 2734, 2091, 2848, 2828, 2824, 2570, 2301, 2753, 2566, 1279, 2850, 2798, 2688, 2773, 2167, 39, 2334, 2491, 2661, 2674, 1942, 2804, 2787, 1927, 1033, 2646, 803, 2712, 2275, 2327, 1351, 923, 2628, 2809, 2331, 2193, 2539, 2131, 2702, 2776, 2516, 2755, 2789, 2794, 2528, 2508, 1064, 2689, 2286, 2738, 2365, 839, 835, 770, 2715, 2385, 2706, 2503, 2826, 2747, 2220, 2157, 957, 2021, 2267, 2636, 2697, 2777, 2807, 2838, 2739, 1963, 2790, 2112, 2764, 951, 2222, 2410, 2449, 2456, 2565, 2639, 2655, 2713, 2737, 2757, 2810, 2761, 2012, 2708, 2025, 2817]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5761907204032441\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 99\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2091, 2848, 2694, 2828, 2824, 2570, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2773, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 1927, 2646, 2144, 803, 2712, 2275, 2327, 1351, 2628, 2651, 2809, 2843, 2849, 2331, 2193, 2539, 2131, 2702, 2776, 2755, 2794, 2508, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2503, 2548, 2612, 2826, 2747, 2220, 2157, 957, 1880, 2021, 2267, 2636, 2714, 2777, 2807, 2838, 1963, 2112, 2764, 631, 2101, 2129, 2344, 2410, 2456, 2550, 2593, 2639, 2655, 2737, 2757, 2213, 2586, 2147, 2823, 2599]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5802617472446694\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 103\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5288024538498921, 24), (0.5295277657706501, 25), (0.5308001142915755, 28), (0.5311700966349923, 31), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2661, 2577, 2369, 2459, 2711, 2228, 2674, 39, 1033, 1279, 2167, 2193, 2334, 2528, 2646, 2709, 2743, 2751, 2778, 2804, 2846, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.532143284515201\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2674, 2689, 2091, 1927, 2747, 2570, 2822, 303, 839, 2157, 2082, 2473, 2228, 2593, 2682, 2720, 2527, 2491, 2661, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5228290095462771\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2491, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 770, 2850, 2566, 1927, 1033, 2570, 2828, 2572, 2449, 2709, 2838, 923, 2331, 1822, 2334, 2848, 2082, 803, 2843, 2846, 2849, 39, 1064, 2473, 1789, 2344, 2596, 2093, 2734, 2738, 2101, 951, 2362, 2747, 2751, 2112, 2753, 2498, 2685, 839, 2768, 2516, 2644, 2646, 2135, 2777, 2778, 2138, 2144, 2528, 2789, 2289, 2301, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5659643107460944\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2674, 2826, 2611, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 2822, 2697, 1811, 2741, 839, 2220, 835, 2157, 770, 2082, 2473, 2593, 2694, 2577, 2228, 2649, 2682, 1279, 1351, 1942, 2167, 2275, 2289, 2301, 2327, 2331, 2334, 2385, 2456, 2506, 2548, 2631, 2651, 2656, 2712, 2755, 2764, 2789, 2798, 2813, 2839, 2844, 2846, 2849, 2850, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5673392286295512\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5405380984128612, 32), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2449, 2369, 2459, 2711, 2689, 2286, 2734, 2747, 2848, 2289, 2753, 1033, 839, 2220, 835, 2092, 770, 2566, 2082, 1279, 303, 2228, 2577, 2649, 2720, 923, 2614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5422561352352624\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 770, 2850, 2566, 1927, 1033, 2570, 2828, 2572, 2449, 2709, 923, 2848, 2082, 803, 2473, 2093, 2734, 2101, 951, 2362, 2747, 2753, 839, 2768, 2644, 2646, 2135, 2778, 2144, 2289, 1279, 303, 1740, 1811, 2091, 2092, 2220, 2593, 2611, 2649, 2822, 2824, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618932839046691\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5514519670117393, 43), (0.552547261275914, 44), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2577, 2369, 2228, 2720, 2694, 2753, 2473, 2850, 2798, 2688, 2846, 2167, 2804, 2138, 2646, 2235, 2275, 2628, 2843, 2516, 2384, 2794, 2135, 1064, 2286, 835, 1683, 2807, 2632, 1963, 2790, 2593, 2459, 2649, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5532078568131699\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5556414370456116, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2491, 2449, 2093, 2459, 2711, 2674, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2289, 2570, 2753, 1033, 2144, 2365, 2362, 839, 2220, 835, 2157, 2737, 2092, 770, 2566, 2082, 803, 2473, 1279, 2838, 303, 1740, 1811, 2611, 2741, 2822, 2826, 2327, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5568930274812628\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5761907204032441, 99), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2848, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 1927, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 2794, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2612, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2410, 2550, 2593, 2655, 2737, 2599, 2093, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2846, 2850, 2566]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5785913319120151\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5657603930848712, 62), (0.5658947101072338, 63), (0.5659643107460944, 65), (0.5673392286295512, 73), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2709, 2369, 2459, 2228, 2720, 2101, 1927, 2747, 2848, 2828, 2289, 2301, 2753, 1033, 2646, 2144, 2362, 839, 2112, 770, 2566, 2082, 803, 1279, 2685, 2838, 39, 2135, 2138, 2331, 2334, 2344, 2498, 2577, 2644, 2751, 2789, 2843, 2846, 2849, 2850, 2091, 2193, 2384, 2593, 2649, 2694, 2824, 2826, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5702233814188273\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2459, 2711, 2228, 2720, 2734, 2091, 2848, 2828, 2824, 2570, 2301, 2753, 2566, 1279, 2850, 2798, 2688, 39, 2334, 2661, 2674, 2804, 2787, 1927, 1033, 2646, 803, 1351, 923, 2331, 2702, 2516, 2789, 2794, 2528, 2508, 1064, 2286, 2738, 839, 835, 770, 2706, 2503, 2826, 2747, 2157, 957, 2021, 2777, 2807, 2838, 2739, 2790, 2112, 2764, 951, 2410, 2449, 2456, 2565, 2639, 2713, 2012, 2025, 2817, 2082, 2135, 2362, 2577, 2596, 2644, 2685, 2751, 2843, 2846]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5708839769560832\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.5532078568131699, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.55342276404895, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2369, 2459, 2711, 2228, 2720, 2674, 2101, 1927, 2747, 2828, 2289, 2753, 2646, 839, 770, 2566, 2082, 1279, 2838, 39, 923, 1064, 1789, 1822, 2135, 2334, 2498, 2572, 2644, 2751, 2789, 2843, 2850, 2596, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.55342276404895\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5504262733864251, 36), (0.55342276404895, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2577, 2369, 2228, 2720, 2694, 1279, 2798, 2688, 2846, 1740, 2804, 1927, 2646, 2235, 2741, 2327, 2776, 2384, 2794, 2135, 1064, 2689, 2286, 2844, 2751, 1683, 2807, 1963, 2790, 2764, 2593, 2711, 2771]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5508341087088715\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.5550882951262458, 47), (0.5568930274812628, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2369, 2459, 2711, 2228, 2720, 2674, 803, 1033, 1279, 2138, 2193, 2360, 2384, 2577, 2646, 2709, 2743, 2751, 2778, 2795, 2846, 2850, 770, 1927, 2082, 2091, 2101, 2566, 2593, 2611, 2649, 2753, 2824, 2828, 2167, 2289, 2528, 2777, 2789, 2825, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.557085955567929\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5708839769560832, 79), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2369, 2459, 2711, 2674, 2826, 2611, 2286, 2101, 2091, 1927, 2747, 2848, 2828, 2824, 1033, 2646, 1811, 839, 2220, 835, 2157, 770, 2082, 2694, 2228, 2649, 2682, 1279, 1351, 1942, 2167, 2275, 2289, 2301, 2327, 2334, 2506, 2548, 2631, 2651, 2656, 2712, 2789, 2798, 2813, 2839, 2846, 2849, 2850, 2751, 39, 923, 1740, 2135, 2138, 2360, 2365, 2430, 2432, 2468, 2503, 2572, 2639, 2702, 2715, 2720, 2738, 2768, 2794, 2809, 2706]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5710451573829183\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2093, 2709, 2674, 2689, 2091, 1927, 2747, 2848, 2570, 2822, 835, 770, 2082, 2228, 2593, 1033, 1811, 2092, 2101, 2220, 2289, 2362, 2365, 2491, 2611, 2741, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5401888741547185\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5228290095462771, 23), (0.532143284515201, 24), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2674, 1033, 2167, 2193, 2334, 2528, 2709, 2778, 2804, 2846, 2286, 2682, 2689, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5330615245226251\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2674, 803, 1279, 2193, 2384, 2743, 2778, 770, 839, 2286, 2566, 2593, 2611, 2649, 2694, 2753, 2822, 2824, 2762, 2222, 2056, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.539893376705521\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2711, 2674, 2826, 1740, 2611, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 2822, 2697, 1811, 2741, 303, 839, 2220, 835, 2157, 2092, 2566, 2082, 803, 2473, 2720, 2593, 2694, 2577, 2228, 2649, 2682, 2586]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5598357913348426\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5073166145272408, 16), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2689, 2649, 2694, 2092, 2753, 2228, 2720, 2286, 2369, 2577, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5083313185779978\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.495751918901824, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2228, 2720, 2593, 2649, 2747, 2682, 2694, 2301, 2459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49994138893569634\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.539893376705521, 27), (0.5401888741547185, 29), (0.5422561352352624, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 303, 770, 803, 835, 839, 2082, 2091, 2144, 2157, 2289, 2449, 2473, 2597, 2689, 2737, 2747, 2810, 2824, 2838, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5433624190739941\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2459, 2711, 2228, 2674, 39, 1033, 1279, 2167, 2334, 2646, 2709, 2751, 2778, 2846, 2850, 839, 1351, 1811, 1927, 2082, 2091, 2093, 2101, 2286, 2289, 2327, 2331, 2449, 2473, 2593, 2597, 2611, 2631, 2649, 2651, 2682, 2697, 2712, 2747, 2789, 2813, 1064, 2536, 2490]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5596965900571214\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5710451573829183, 76), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2459, 2711, 2674, 2826, 2611, 2286, 2101, 2091, 1927, 2747, 2848, 2824, 1033, 2646, 1811, 839, 2082, 2228, 2649, 2682, 1279, 1351, 2167, 2289, 2301, 2327, 2334, 2506, 2548, 2631, 2651, 2656, 2712, 2789, 2813, 2846, 2850, 2751, 39, 923, 2360, 2432, 2639, 2702, 2715, 2794, 2809, 1064, 2331, 2536, 2577, 2697, 1942, 2551]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5717594797291192\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2593, 2649, 2740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4925075522798483\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.55342276404895, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2459, 2711, 2228, 2720, 2674, 2101, 1927, 2747, 2828, 2289, 2646, 839, 2082, 1279, 2838, 39, 1064, 1789, 2334, 2498, 2572, 2751, 2789, 2843, 2850, 2649, 1351, 2167, 2286, 2331, 2536, 2577, 2611, 2682, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5539063053294553\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5442599009961439, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2093, 2689, 2649, 2694, 2092, 2753, 2228, 2720, 2286, 2369, 2577, 2848, 835, 839, 1033, 1740, 1811, 1927, 2144, 2157, 2449, 2473, 2570, 2611, 2646, 2711, 2741, 2822, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5442599009961439\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5442599009961439, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5596965900571214, 46), (0.5598357913348426, 49), (0.5598895181437876, 50), (0.5618932839046691, 51), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5442599009961439, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2459, 2711, 2228, 2674, 39, 1033, 1279, 2167, 2334, 2646, 2709, 2751, 2778, 2846, 839, 1351, 1811, 2082, 2091, 2101, 2286, 2289, 2327, 2331, 2449, 2473, 2593, 2597, 2611, 2631, 2649, 2651, 2682, 2697, 2712, 2747, 2789, 2813, 1064, 2536, 2490, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5657872564893438\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5442599009961439, 31), (0.5443295016350045, 33), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 2649, 303, 803, 839, 1033, 1740, 2091, 2144, 2157, 2220, 2473, 2566, 2611, 2646, 2682, 2694, 2697, 2734, 2741, 2822, 2824, 2828, 2848, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5451622671736523\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2593, 2649, 303, 835, 839, 1033, 1740, 2082, 2092, 2093, 2144, 2157, 2220, 2473, 2566, 2646, 2674, 2682, 2689, 2734, 2741, 2753, 2778, 2822, 2824, 2848, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.549067229332884\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2810, 2093, 2689, 2286, 2091, 1927, 2747, 2848, 2828, 2824, 2753, 2144, 2220, 2157, 770, 2082, 2473, 2822, 2826, 2593, 2720, 2228, 2794]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5332165996302618\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5717594797291192, 59), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2228, 2720, 2593, 2747, 2694, 2301, 2459, 39, 631, 835, 839, 957, 1064, 1279, 1740, 1789, 1927, 1963, 2091, 2131, 2138, 2144, 2147, 2213, 2220, 2267, 2286, 2327, 2331, 2334, 2456, 2503, 2566, 2599, 2628, 2646, 2651, 2688, 2689, 2712, 2714, 2753, 2757, 2773, 2776, 2777, 2824, 2826, 2843, 2848, 2141, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718132065380642\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5566671306709258, 42), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2369, 2459, 2711, 2228, 2720, 2674, 803, 1033, 1279, 2138, 2193, 2360, 2384, 2577, 2646, 2709, 2743, 2751, 2778, 2795, 2846, 2850, 770, 1927, 2082, 2091, 2101, 2566, 2593, 2649, 2753, 2824, 2828, 2167, 2528, 2777, 2789, 2825, 2798, 2213]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5566671306709258\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5218558216660684, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5566671306709258, 42), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5566671306709258, 42), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 803, 835, 839, 2082, 2144, 2689, 2737, 2747, 2810, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5233394142312549\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5566671306709258, 42), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5566671306709258, 42), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49097145396955644\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5566671306709258, 42), (0.557085955567929, 43), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2369, 2459, 2711, 2228, 2720, 803, 1033, 1279, 2138, 2360, 2384, 2577, 2646, 2751, 2778, 2795, 2846, 2850, 770, 1927, 2091, 2101, 2566, 2593, 2611, 2753, 2528, 2777, 2798, 1064, 1740, 1963, 2286, 2327, 2688, 2694, 2764, 2794, 2807, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5595512834602019\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 303, 835, 2082, 2092, 2093, 2144, 2157, 2220, 2473, 2689, 2741, 2753, 2822, 2824, 2848, 770, 2810, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5332971898436794\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.549067229332884, 34), (0.5508341087088715, 36), (0.5539063053294553, 38), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2694, 2798, 2688, 2846, 1927, 2646, 2235, 2741, 2327, 2384, 2794, 1064, 2689, 2286, 2751, 2807, 2711, 2082, 2091, 2093, 2144, 2157, 2220, 2747, 2753, 2826, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5585304740902464\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5451622671736523, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 803, 839, 2082, 2144, 2689, 2747, 2810, 1966, 770, 1279, 1740, 1927, 2091, 2101, 2327, 2334, 2384, 2459, 2694, 2753, 2777, 2794, 2844, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5455810920706556\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2848, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 1927, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 2794, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2612, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2410, 2550, 2593, 2655, 2737, 2599, 2093, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2846, 2850, 2566, 2796, 2530]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5800737034133618\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5332165996302618, 24), (0.5332971898436794, 25), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 803, 835, 839, 2144, 2689, 2747, 303, 1033, 1740, 2091, 2220, 2649, 2697, 2734, 2741, 2828, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5385611960564523\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5233394142312549, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 1033, 2778, 2804, 2846, 2286, 2689, 835, 1966, 2082, 2144, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5276741908620466\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5083313185779978, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2720, 2593, 803, 835, 839, 2082, 2689, 2737, 2747, 2810, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5255361080788026\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2459, 2711, 2228, 2720, 2649, 839, 1033, 2082, 2092, 2646, 2674, 2682, 2689, 2741, 2753, 2778, 2822, 2824, 39, 1064, 1351, 1789, 1927, 2167, 2331, 2449, 2498, 2747, 2751, 2789, 2828, 2850, 2632]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5591483323931141\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5455810920706556, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2459, 2711, 2228, 2720, 2674, 2101, 1927, 2646, 2838, 2334, 2498, 2572, 2751, 2789, 2843, 2850, 2649, 2167, 2286, 2536, 2577, 2611, 2682, 2193, 2369, 2528, 2709, 2846, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5512101963714867\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 1033, 2286, 2689, 835, 2082, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49508766017304917\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5785913319120151, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2848, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 1927, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 2794, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2612, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2410, 2550, 2593, 2737, 2599, 2093, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2846, 2850, 2566, 2635]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793862444716334\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 1740, 2286, 2848, 2828, 2301, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 1279, 1811, 1942, 2167, 2432, 2468, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2498, 2506, 2548, 2593, 2647, 2656, 2706, 2539, 2639, 803, 2144, 2577, 2649, 2697, 2741, 2752]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5686066928951179\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2709, 2369, 2459, 2228, 2720, 2101, 1927, 2747, 2848, 2828, 2289, 2301, 2753, 1033, 2646, 2144, 2362, 839, 2112, 770, 2566, 2082, 803, 1279, 2685, 2838, 39, 2135, 2138, 2331, 2334, 2344, 2498, 2577, 2644, 2751, 2789, 2843, 2846, 2849, 2850, 2091, 2193, 2384, 2593, 2649, 2694, 2824, 2826, 2236, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5706422063158306\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2459, 2711, 2228, 2674, 39, 1033, 1279, 2167, 2334, 2646, 2709, 2751, 2778, 2846, 839, 1351, 1811, 2082, 2091, 2101, 2286, 2289, 2327, 2331, 2449, 2473, 2593, 2597, 2611, 2631, 2649, 2651, 2682, 2697, 2712, 2747, 2789, 2813, 1064, 2536, 2490, 2298, 2714]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5673770816085806\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718937967514817, 65), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2369, 2711, 2228, 2720, 803, 1279, 2138, 2360, 2384, 2577, 2646, 2751, 2778, 2846, 2850, 770, 1927, 2091, 2566, 2593, 2611, 2753, 2777, 2798, 1064, 1740, 1963, 2286, 2327, 2688, 2694, 2764, 2794, 2807, 2844, 39, 835, 957, 1683, 2021, 2157, 2193, 2267, 2275, 2410, 2473, 2539, 2548, 2550, 2597, 2628, 2674, 2689, 2712, 2714, 2734, 2741, 2747, 2787, 2790, 2804, 2828, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718937967514817\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718937967514817, 65), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2711, 2228, 2720, 2848, 2694, 2824, 2753, 1279, 2798, 2688, 2167, 1789, 2334, 2491, 1740, 2138, 1927, 2646, 2327, 1351, 2843, 2776, 2755, 2794, 1064, 2768, 2647, 2286, 2365, 2715, 2844, 2751, 2612, 2826, 1880, 2807, 1963, 2764, 2129, 2593, 2655, 2737, 2599, 2093, 2360, 2632, 2709, 2789, 2846, 2850, 2566, 2796, 2530, 1033, 2101, 2459, 2528, 2795, 2243]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5735263591051067\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5499048791268906, 29), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2593, 2649, 1033, 1811, 2082, 2101, 2167, 2286, 2289, 2298, 2331, 2490, 2597, 2611, 2646, 2674, 2682, 2697, 2709, 2747, 2846, 2021, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5499048791268906\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5385611960564523, 24), (0.5433624190739941, 27), (0.5499048791268906, 29), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5433624190739941, 27), (0.5499048791268906, 29), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2593, 303, 835, 2082, 2157, 2289, 2597, 2689, 2747, 2810, 2838, 2193, 2334, 2459, 2528, 2804, 2850, 797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5390117686132866\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5433624190739941, 27), (0.5499048791268906, 29), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2741, 2327, 2689, 2286, 2751, 2807, 2711, 2082, 2091, 2144, 2220, 2747, 2753, 2826, 2611, 303, 839, 1033, 2697, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5504958740252858\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5793862444716334, 84), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 1927, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 2794, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 835, 2715, 2844, 2751, 1683, 2548, 2612, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2410, 2550, 2593, 2655, 2737, 2599, 2093, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2846, 2850, 2566, 2528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5799662497954718\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5744507044317291, 81), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2228, 2720, 2593, 2747, 2301, 2459, 39, 631, 835, 839, 957, 1064, 1279, 1740, 1789, 1927, 1963, 2091, 2131, 2138, 2147, 2220, 2286, 2327, 2331, 2334, 2456, 2503, 2566, 2646, 2651, 2688, 2689, 2712, 2824, 2843, 2848, 2735, 303, 1351, 1683, 2093, 2135, 2167, 2365, 2384, 2430, 2468, 2498, 2506, 2516, 2548, 2611, 2631, 2639, 2647, 2656, 2702, 2715, 2789, 2794, 2846, 2850, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5745203050705897\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2228, 2720, 2593, 2747, 2694, 2301, 2459, 39, 631, 835, 839, 957, 1064, 1279, 1740, 1789, 1927, 1963, 2091, 2131, 2138, 2144, 2147, 2213, 2220, 2267, 2286, 2327, 2331, 2334, 2456, 2503, 2566, 2599, 2628, 2646, 2651, 2688, 2689, 2712, 2714, 2753, 2757, 2773, 2776, 2777, 2824, 2826, 2843, 2848, 2141, 2735, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718400699425368\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 2459, 835, 839, 957, 1064, 1927, 2138, 2144, 2213, 2220, 2331, 2456, 2566, 2599, 2646, 2651, 2689, 2712, 2714, 2753, 2757, 2776, 2777, 2824, 2826, 2843, 2848, 2735, 803, 2082, 2449, 2473, 2711, 2737, 2810, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5639019339209093\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.49994138893569634, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2459, 2228, 2674, 1033, 2167, 2709, 2778, 2846, 2682, 2689, 2694, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5031295866210477\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5735263591051067, 62), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2711, 2228, 2848, 2824, 2753, 1279, 2688, 2167, 1789, 2334, 1927, 2646, 2327, 1351, 2843, 2755, 2794, 1064, 2768, 2647, 2286, 2844, 2751, 2612, 2826, 1880, 1963, 2764, 2129, 2593, 2599, 2632, 2709, 2789, 2846, 2850, 2796, 1033, 2101, 2459, 2795, 39, 839, 2082, 2449, 2490, 2536, 2577, 2597, 2674, 2747, 2813, 2816, 2651, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5740367637900845\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 835, 839, 957, 1064, 1927, 2138, 2144, 2331, 2456, 2566, 2599, 2646, 2651, 2689, 2712, 2714, 2753, 2757, 2776, 2777, 2824, 2826, 2843, 2848, 2735, 2737, 2685, 39, 1963, 2091, 2131, 2327, 2773, 2778, 2360, 2135, 2713, 951, 2732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5681451307637266\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.5390117686132866, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2593, 303, 835, 2082, 2157, 2289, 2597, 2689, 2747, 2838, 2193, 2334, 2459, 2528, 2804, 2850, 797, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.540682183945941\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5512101963714867, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2741, 2689, 2807, 2711, 2082, 2144, 2220, 2747, 2753, 2826, 303, 839, 2697, 2848, 803, 1064, 2138, 2331, 2459, 2599, 2651, 2714, 2735, 2737, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5524398076580239\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5276741908620466, 17), (0.5330615245226251, 20), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5330615245226251, 20), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2327, 2807, 2711, 2144, 2220, 2747, 2826, 2611, 2848, 2459, 2581, 2740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5329809343092076\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5330615245226251, 20), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5343448626181074\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5702233814188273, 53), (0.5706422063158306, 54), (0.5718132065380642, 55), (0.5718400699425368, 56), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2459, 2711, 2228, 2674, 39, 1033, 1279, 2167, 2334, 2646, 2709, 2751, 2778, 2846, 839, 1351, 1811, 2082, 2101, 2286, 2289, 2327, 2449, 2593, 2597, 2631, 2651, 2682, 2697, 2712, 2747, 2789, 2813, 1064, 2536, 2490, 1880, 1927, 2129, 2202, 2369, 2599, 2632, 2755, 2796, 2843, 2844, 2848, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5732797042094955\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2819, 2740, 839, 1033, 2144, 2286, 2327, 2611, 2689, 2747, 2751, 2753, 2778, 2807, 1512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5353009556045609\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.5031295866210477, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2459, 2228, 2167, 2709, 2778, 2846, 2682, 2694, 2577, 2711, 2720, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.503196745132229\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5583692936634113, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 2694, 2798, 2688, 2846, 2646, 2235, 2741, 2327, 2384, 2794, 1064, 2689, 2286, 2751, 2807, 2711, 2082, 2091, 2093, 2144, 2157, 2220, 2747, 2753, 2826, 2611, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5583692936634113\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5583692936634113, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5583692936634113, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 1740, 2286, 2848, 2828, 2301, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 1279, 1811, 1942, 2167, 2432, 2468, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2498, 2506, 2548, 2593, 2647, 2656, 2706, 2539, 2639, 803, 2144, 2577, 2649, 2697, 2741, 2752, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5686335562995904\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5583692936634113, 31), (0.5585304740902464, 32), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 2694, 2688, 2846, 2235, 2741, 2384, 1064, 2689, 2751, 2807, 2711, 2082, 2093, 2144, 2157, 2220, 2747, 2753, 2826, 2819, 303, 803, 2138, 2577, 2697, 2714, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5590726264350553\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5524398076580239, 30), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2741, 2689, 2807, 2711, 2082, 2144, 2220, 2747, 2753, 2826, 303, 839, 2697, 2848, 803, 1064, 2138, 2331, 2459, 2599, 2714, 2735, 2737, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5539221791593708\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5343448626181074, 19), (0.5353009556045609, 22), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2327, 2807, 2711, 2144, 2220, 2747, 2826, 2611, 2848, 2581, 839, 2091, 2593, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5356611694372605\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.540682183945941, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 1512, 2778, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5412414311845052\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5745203050705897, 67), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 835, 839, 957, 1064, 1927, 2144, 2331, 2566, 2599, 2646, 2651, 2689, 2712, 2714, 2777, 2824, 2843, 2848, 2735, 2737, 2685, 39, 1963, 2131, 2327, 2360, 2135, 2713, 951, 2732, 631, 1351, 1683, 1740, 2021, 2093, 2220, 2286, 2384, 2459, 2503, 2506, 2516, 2611, 2631, 2656, 2702, 2789, 2846, 2797, 2498, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5762017099778011\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5681451307637266, 46), (0.5686066928951179, 47), (0.5686335562995904, 48), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 1740, 2286, 2848, 2828, 2301, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 1279, 1811, 1942, 2167, 2432, 2468, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2498, 2506, 2548, 2593, 2647, 2656, 2706, 2539, 2639, 803, 2144, 2577, 2649, 2697, 2741, 2752]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5697776931173515\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5732797042094955, 51), (0.5740367637900845, 58), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 1740, 2286, 2848, 2828, 2301, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 1279, 1811, 1942, 2167, 2432, 2468, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2498, 2506, 2548, 2593, 2647, 2656, 2706, 2539, 2639, 803, 2144, 2577, 2649, 2697, 2741, 2021, 2275, 2530]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5746277586884798\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5657872564893438, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 2646, 2235, 2327, 2384, 1064, 2286, 2751, 2807, 2711, 2082, 2091, 2093, 2157, 2747, 2753, 2611, 2819, 39, 1033, 1351, 1880, 2101, 2167, 2289, 2334, 2536, 2577, 2597, 2651, 2674, 2682, 2697, 2712, 2796, 2813, 2844, 2848, 2850, 2135, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5666945069222109\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5595512834602019, 42), (0.5639019339209093, 43), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5603999228287653, 39), (0.5639019339209093, 43), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2694, 2798, 2846, 1927, 2646, 2741, 2384, 2794, 1064, 2286, 2711, 2091, 2144, 2220, 2747, 2826, 803, 839, 1033, 1279, 1740, 1811, 1942, 2360, 2365, 2539, 2581, 2593, 2639, 2647, 2649, 2828, 2468, 2631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5603999228287653\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5603999228287653, 39), (0.5639019339209093, 43), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5603999228287653, 39), (0.5639446711552973, 42), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 1740, 2286, 2828, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 2167, 2468, 2747, 2751, 2824, 835, 2091, 2593, 2656, 2706, 2639, 2144, 2577, 2741, 2082, 2235, 2646, 2688, 2689, 2711, 2794, 2807, 2826, 2846, 1905, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5639446711552973\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5356611694372605, 19), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5603999228287653, 39), (0.5639446711552973, 42), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5603999228287653, 39), (0.5639446711552973, 42), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2753, 2740, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5373633324297461\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5603999228287653, 39), (0.5639446711552973, 42), (0.5666945069222109, 44), (0.5673770816085806, 45), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2459, 2228, 2720, 2740, 39, 303, 631, 839, 957, 1064, 1683, 1740, 1963, 2021, 2135, 2147, 2286, 2327, 2384, 2506, 2566, 2593, 2611, 2631, 2639, 2647, 2656, 2689, 2702, 2712, 2715, 2789, 2824, 2848, 2850, 2289]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5676615894832213\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5697776931173515, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 835, 839, 957, 1927, 2138, 2144, 2331, 2456, 2566, 2599, 2646, 2651, 2689, 2712, 2714, 2753, 2757, 2776, 2777, 2824, 2826, 2843, 2848, 2735, 2737, 2685, 39, 1963, 2091, 2131, 2327, 2773, 2778, 2360, 2135, 2713, 951, 2732, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718510595170936\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5746277586884798, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2720, 1740, 2286, 2848, 2828, 2301, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 1279, 1811, 1942, 2167, 2432, 2468, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2498, 2506, 2548, 2593, 2647, 2656, 2706, 2539, 2639, 803, 2144, 2577, 2649, 2697, 2741, 2021, 2275, 2530, 2574]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5758256223151859\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2697, 2741, 2751, 2360, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5442061741871989\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4925075522798483, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2819, 2740, 2593]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4932756014349942\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 2286, 2848, 1033, 303, 2365, 839, 2220, 1811, 1942, 2738, 2747, 2751, 2824, 835, 2506, 2647, 2656, 2706, 2539, 2577, 2741, 2275, 2530, 2459, 2689, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5576549713172104\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5591483323931141, 35), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2228, 2720, 1740, 2286, 2828, 1033, 303, 2365, 839, 2220, 2360, 1811, 1942, 2167, 2468, 2702, 2747, 2824, 835, 2091, 2593, 2647, 2656, 2639, 803, 2144, 2577, 2275, 2530, 2611, 2689, 2517]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5602497319764872\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5442061741871989, 24), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2593, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 1512, 2778, 2819, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5469401361241969\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5800737034133618, 86), (0.5802617472446694, 103)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2848, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 2804, 2138, 1927, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 2794, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2612, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2410, 2593, 2655, 2737, 2599, 2093, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2846, 2850, 2566, 2796, 2530, 2743]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5807342989506177\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2828, 2824, 2570, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2503, 2548, 2612, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2101, 2129, 2410, 2456, 2550, 2593, 2639, 2655, 2737, 2757, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5817709821504888\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5412414311845052, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2741, 2689, 2807, 2711, 2082, 2091, 2144, 2220, 2747, 2753, 2826, 2611, 303, 1033, 2848, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5455005018572381\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.5539221791593708, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2228, 1740, 2286, 2828, 1033, 303, 2220, 2360, 1811, 2167, 2702, 2747, 835, 2091, 2647, 2656, 803, 2144, 2577, 2530, 2611, 2689, 2517, 2369, 2459, 2711, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.556490076414175\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 49), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2720, 1740, 2286, 2848, 2828, 2301, 1033, 303, 2365, 839, 2220, 2850, 2360, 2384, 1279, 1811, 1942, 2167, 2468, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2498, 2506, 2548, 2593, 2647, 2656, 2706, 2539, 2639, 803, 2144, 2577, 2649, 2697, 2741, 2021, 2275, 2530, 2574]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5758256223151859\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5602497319764872, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2720, 2286, 2828, 2301, 1033, 303, 2365, 839, 2220, 1942, 2167, 2468, 2747, 2751, 2824, 2091, 2548, 2593, 2647, 2706, 2639, 803, 2144, 2577, 2741, 2275, 2530, 2574, 1512, 2228, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5616405236898596\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2711, 2720, 803, 835, 839, 2082, 2689, 2747, 2459, 2682, 2819, 2415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5147834199067596\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4817817275122778\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4917395031247024, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2740, 2593]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4925075522798483\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5616405236898596, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2819, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5645625294581651\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2365, 839, 2220, 1942, 2167, 2468, 2747, 2091, 2647, 2639, 2144, 2577, 1512, 2228, 2697, 2327, 2611, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5464565948436916\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49097145396955644, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2593]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4917395031247024\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5147834199067596, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5169801137543073, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2689, 2747, 2807, 2459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5169801137543073\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5169801137543073, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5169801137543073, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2828, 2824, 2570, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2503, 2548, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2101, 2129, 2410, 2456, 2550, 2593, 2639, 2655, 2737, 2757, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2172, 951, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850312226023802\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 92\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5169801137543073, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5185003382346836\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5329809343092076, 17), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2327, 2807, 2711, 2144, 2220, 2747, 2826, 2848, 2459, 2581, 2740, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5348442777285283\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5762017099778011, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 835, 839, 957, 1064, 1927, 2144, 2331, 2566, 2599, 2646, 2651, 2689, 2712, 2714, 2777, 2824, 2843, 2848, 2735, 2737, 2685, 39, 1963, 2131, 2327, 2360, 2135, 951, 2732, 631, 1351, 1683, 1740, 2021, 2093, 2220, 2286, 2384, 2459, 2503, 2516, 2611, 2631, 2656, 2702, 2789, 2846, 2797, 2498, 2526, 2764, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5785327208477113\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5676615894832213, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2819, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709, 2577, 2082, 835, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567999824166807\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 835, 839, 957, 1927, 2138, 2144, 2331, 2456, 2566, 2599, 2646, 2689, 2712, 2714, 2753, 2757, 2776, 2777, 2824, 2826, 2843, 2848, 2735, 2737, 2685, 39, 1963, 2091, 2131, 2327, 2773, 2778, 2360, 2135, 2713, 951, 2732, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5694394584337659\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5817709821504888, 90), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 2804, 2138, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2593, 2655, 2737, 2599, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2850, 2566, 2301, 2459, 2528, 2702, 2719, 2777, 2787, 2823, 2838, 2574, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5825390313056347\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5464565948436916, 22), (0.5469401361241969, 23), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 839, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 1512, 2228, 2697, 2327, 2611, 2826, 2596, 2776, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5474395512346176\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 13\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2819, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709, 835, 2810, 2807, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5662329447908195\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49508766017304917, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49516336613110806, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2459, 2711, 2228, 1033, 2286, 2689, 835, 2082, 2810, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49516336613110806\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.49516336613110806, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2459, 2711, 2228, 2720, 2740, 839, 2747, 2778, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4984968704133789\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2819, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5636064364717116\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.503196745132229, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5170289563078937\n", - "Coverage: 1.0\n", - "Birth Iteration: 15\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850312226023802, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2828, 2824, 2570, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2503, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2101, 2129, 2410, 2456, 2593, 2639, 2655, 2737, 2757, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2172, 951, 2719, 2704, 2540]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850580860068526\n", - "Coverage: 1.0\n", - "Birth Iteration: 15\n", - "Rule Count: 92\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5455005018572381, 21), (0.5474395512346176, 22), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 1512, 2228, 2697, 2327, 2611, 2826, 2596, 2776, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.548841332522547\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 15\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5694394584337659, 45), (0.5718510595170936, 46), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2819, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709, 835, 2810, 2807, 2700, 2577, 2740, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5743591246437546\n", - "Coverage: 1.0\n", - "Birth Iteration: 15\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5590726264350553, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 303, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2819, 1740, 1811, 2530, 2738, 2751, 2824, 1905, 2755, 709, 2810, 2807, 2700, 839, 2577, 2131]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5621399388002803\n", - "Coverage: 1.0\n", - "Birth Iteration: 15\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 303, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709, 835, 2810, 2807, 2700, 2577, 2740, 839, 2836, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5733224414438836\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5662329447908195, 37), (0.567999824166807, 38), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2778, 2819, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709, 2810, 2577, 839, 2334, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5686066928951179\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2286, 2848, 1033, 2365, 839, 2220, 1811, 1942, 2738, 2747, 2751, 2506, 2647, 2577, 2711, 1512, 1774, 2091, 2327, 2611, 2697, 2776, 2778, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5518756761641013\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.4917395031247024, 8), (0.4925075522798483, 9), (0.4932756014349942, 10), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2711, 2228, 2720, 2819, 2740, 2593]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49539170506912444\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 16\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2577, 1512, 2228, 2697, 2327, 2611, 2826, 2596, 2776, 1774, 2741, 1966, 2835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5503127144493368\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 16\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5645625294581651, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2720, 2741, 2286, 2751, 2807, 2091, 2144, 2220, 2747, 2753, 2611, 303, 839, 1033, 2697, 2848, 803, 1279, 1942, 2167, 2468, 2498, 2506, 2530, 2539, 2574, 2639, 2647, 2702, 2824, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5651425347820035\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5733224414438836, 39), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5742516710258645\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5799662497954718, 83), (0.5807342989506177, 84), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2228, 1740, 2286, 2828, 303, 1811, 2167, 2702, 2747, 835, 2091, 2647, 803, 2144, 2577, 2689, 2517, 2369, 2459, 2711, 39, 1279, 1351, 1683, 1880, 2021, 2129, 2138, 2157, 2267, 2275, 2334, 2365, 2456, 2473, 2491, 2503, 2540, 2570, 2593, 2628, 2632, 2639, 2655, 2674, 2704, 2714, 2715, 2719, 2739, 2753, 2764, 2768, 2798, 2807, 2824, 2843, 2844, 2850, 1689, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818515723639064\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512101963714867, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2741, 2327, 2689, 2286, 2751, 2807, 2711, 2082, 2091, 2144, 2220, 2747, 2753, 2826, 2611, 303, 839, 1033, 2697, 2848, 2267]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5512101963714867\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512101963714867, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 303, 839, 1033, 2091, 2144, 2220, 2286, 2327, 2611, 2689, 2747, 2753, 2778, 2819, 2459, 2706, 2751, 2824, 2848, 1905, 2697, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5512797970103473\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 303, 1033, 2091, 2144, 2220, 2286, 2327, 2689, 2747, 2778, 2819, 1740, 1811, 1942, 2459, 2530, 2647, 2706, 2738, 2751, 2824, 2848, 1905, 2755, 2714, 709, 2810, 2577, 839, 2334, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.566909414157991\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2753, 2740, 2807, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5431157641783828\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5686066928951179, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2720, 1740, 2286, 2848, 1033, 303, 2365, 839, 2220, 2850, 2384, 1279, 1811, 1942, 2702, 2738, 2747, 2751, 2824, 835, 2091, 2506, 2548, 2647, 2656, 2706, 2539, 2577, 2741, 2530, 2459, 2711, 1512, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5688325897054549\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2228, 2720, 2593, 2747, 2301, 835, 839, 957, 1064, 1927, 2144, 2331, 2566, 2599, 2646, 2651, 2689, 2712, 2714, 2777, 2824, 2843, 2848, 2735, 2737, 39, 1963, 2131, 2327, 2360, 2135, 951, 2732, 631, 1351, 1683, 1740, 2021, 2093, 2220, 2286, 2384, 2459, 2503, 2516, 2611, 2631, 2656, 2702, 2789, 2846, 2797, 2498, 2526, 2764, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5767011250882219\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5504958740252858, 25), (0.5512797970103473, 26), (0.5518756761641013, 27), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2286, 1033, 839, 1942, 2747, 2751, 2647, 2577, 2711, 1512, 1774, 2091, 2327, 2611, 2776, 2778, 2144, 2581, 2753, 2807, 2275]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5522090265923283\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.556490076414175, 29), (0.5576549713172104, 30), (0.5621399388002803, 31), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2720, 1740, 2286, 2848, 1033, 303, 2365, 839, 2220, 1811, 1942, 2738, 2747, 2751, 2824, 835, 2506, 2647, 2656, 2706, 2539, 2577, 2741, 2530, 2459, 2711, 2021, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5621399388002803\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 303, 2091, 2144, 2220, 2286, 2327, 2611, 2747, 2778, 2819, 2459, 2647, 2738, 2848, 2714, 709, 835, 2810, 2807, 2700, 2577, 1512, 2596, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5562531900292811\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5636064364717116, 33), (0.5651425347820035, 34), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 2228, 2697, 2327, 2611, 2776, 1774, 839, 1033, 1740, 1811, 1905, 1942, 2530, 2581, 2689, 2706, 2740, 2751, 2753, 2755, 2175]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5665284422400172\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.5558453547068347, 27), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2228, 1740, 2286, 2828, 1033, 303, 2220, 1811, 2702, 2747, 2091, 2647, 2144, 2577, 2530, 2689, 2369, 2459, 2711, 2848, 709, 839, 1905, 2755, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5558453547068347\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.5558453547068347, 27), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 2228, 2697, 2327, 2611, 2826, 2776, 1774, 839, 1033, 1811, 1942, 2689, 2753]\n", - "Fitness: 1.0\n", - "Accuracy: 0.553487480432452\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5562531900292811, 28), (0.556490076414175, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2689, 2747, 2807, 835, 303, 1740, 1942, 2021, 2530, 2647, 2706, 2738, 2741, 2751, 2824, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5569894915245959\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.5503127144493368, 23), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.551790201695325\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 1512, 2228, 2697, 2327, 2611, 2826, 2596, 2776, 1774, 2689, 2753, 839, 2711, 1033, 2740, 2581, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5585793166438328\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5255361080788026, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2286, 2327, 2689, 2747, 2807, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5260037755293923\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5743591246437546, 40), (0.5758256223151859, 48), (0.5767011250882219, 58), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5773238676464483\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2828, 2824, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 2503, 2826, 2157, 957, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2129, 2456, 2593, 2655, 2737, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2719, 2360, 2548, 2734, 2741, 2789, 2842, 1942, 2656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5848163153666\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.5522090265923283, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 2228, 2327, 2611, 839, 1033, 1740, 1942, 2530, 2581, 2689, 2740, 2751, 2753]\n", - "Fitness: 1.0\n", - "Accuracy: 0.552730420851863\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5558453547068347, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 2091, 2144, 2228, 2327, 2468, 303, 839, 1033, 1740, 1942, 2530, 2689, 2738]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5565059502440907\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 839, 2286, 2747, 2459, 2778, 2689, 2819, 1811, 1942, 2848, 2091, 2220, 303, 2611, 2751, 2755, 709, 2647, 2144, 2530, 1905, 2810, 2702, 2155, 2790, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5629348513598988\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 2228, 2697, 2327, 2611, 2826, 2776, 1774, 839, 1033, 1811, 1942, 2689, 2753, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5542018027786528\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2753, 2740, 2807, 835, 2415]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5445981356797296\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2828, 2824, 2570, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 1740, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2503, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2101, 2129, 2410, 2456, 2593, 2639, 2655, 2737, 2757, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2172, 951, 2719, 2704, 2540, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5858261351619986\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 93\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5585793166438328, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2720, 1740, 2848, 1033, 303, 2365, 839, 2220, 1811, 1942, 2738, 2747, 2751, 2824, 835, 2506, 2647, 2656, 2706, 2539, 2577, 2741, 2530, 2459, 2711, 2021, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5597283377169525\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4817817275122778, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2711, 2228, 2720, 2649, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.490176541409938\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 21\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.552730420851863, 24), (0.553487480432452, 25), (0.5542018027786528, 26), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 1512, 2228, 2327, 2611, 2826, 2596, 2776, 1774, 1942, 2213, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5552433702338826\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5621399388002803, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2720, 1740, 2286, 2848, 1033, 303, 2365, 839, 2220, 1811, 1942, 2738, 2747, 2751, 2824, 835, 2647, 2656, 2706, 2539, 2577, 2741, 2530, 2459, 2711, 2021, 2689, 2482]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5628811245509537\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.566909414157991, 36), (0.5688325897054549, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2689, 2819, 2702, 2577, 1811, 1942, 2848, 2091, 2220, 303, 2611, 2742, 2751, 2755, 709, 2647, 2144, 2530, 2790, 2155, 1905, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5690633707711507\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5445981356797296, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2753, 2740, 2807, 835, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5449204965333998\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5185003382346836, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2757]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5245861204115474\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 2228, 2697, 2327, 2611, 2776, 839, 1033, 1740, 1811, 1905, 1942, 2530, 2581, 2689, 2706, 2740, 2751, 2753, 2755, 2175]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5650729341431429\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5629348513598988, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2530, 835, 2468, 2824, 2506, 2091, 2220, 1740, 303, 2738, 1811, 2741, 1942, 2647, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5637297639195172\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5569894915245959, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 1512, 2327, 2611, 2826, 1942, 2213, 839, 2689, 2711, 2742, 2751, 2755, 2790, 2810, 2819, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5580310589798256\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5825390313056347, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 39, 2334, 2491, 2674, 2804, 2138, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2593, 2655, 2737, 2599, 2360, 2632, 2709, 2734, 2739, 2741, 2789, 2790, 2850, 2566, 2301, 2459, 2528, 2702, 2719, 2777, 2787, 2823, 2838, 2842, 2530, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5843974904695968\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5565059502440907, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 835, 2468, 2824, 1512, 2506, 2091, 2220, 1811, 2741, 2167, 2647, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.556978501950039\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.490176541409938, 7), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2459, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4946236559139785\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 23\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5637297639195172, 31), (0.5650729341431429, 32), (0.5665284422400172, 33), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2530, 835, 2468, 2824, 2506, 2091, 2220, 1740, 303, 2738, 1811, 2741, 1942, 2751, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5668288239445735\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.548841332522547, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5491099665672721, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2753, 2740, 2807, 835, 2612, 2540]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5491099665672721\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5491099665672721, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5512370597759592\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 24\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5170289563078937, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5182060618493256\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5260037755293923, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2711, 2228, 2720, 2819, 835, 839, 2091, 2144, 2286, 2327, 2581, 2611, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.526384747447366\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2220, 2167, 2468, 2747, 2091, 2647, 2144, 2577, 1512, 2228, 2327, 2611, 2826, 2596, 2776, 1774, 1942, 2213, 2750, 2761]\n", - "Fitness: 1.0\n", - "Accuracy: 0.555984555984556\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5785327208477113, 59), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5806915617162296\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5690633707711507, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 835, 2468, 2824, 1512, 2091, 2220, 1811, 2647, 2751, 303, 709, 1740, 1774, 1905, 1942, 2334, 2689, 2738, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5696861133293771\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2711, 2228, 2720, 2819, 2593, 839, 2286, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49770684210911914\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 26\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49539170506912444, 8), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2459, 2577, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49615975422427033\n", - "Coverage: 0.990625\n", - "Birth Iteration: 26\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.526384747447366, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2757, 2175]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5297475572617888\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5843974904695968, 85), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 39, 2334, 2491, 2674, 2804, 2138, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2714, 2807, 1963, 2764, 2129, 2593, 2655, 2737, 2599, 2360, 2632, 2734, 2739, 2741, 2789, 2790, 2850, 2566, 2301, 2528, 2702, 2719, 2777, 2787, 2823, 2838, 2842, 2530, 2612, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5845049440874868\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 84\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5580310589798256, 28), (0.5597283377169525, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 835, 2468, 2824, 1512, 2506, 2091, 2220, 1811, 2741, 2167, 2647, 2751, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5603620698497358\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5696861133293771, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 835, 2468, 2824, 2506, 2091, 2220, 1740, 303, 2738, 1811, 1942, 2751, 1683, 1512, 2334, 2224, 2798, 2596]\n", - "Fitness: 1.0\n", - "Accuracy: 0.570454162484523\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2720, 1740, 2286, 2848, 1033, 303, 2365, 839, 2220, 1811, 1942, 2738, 2747, 2751, 2824, 835, 2647, 2706, 2577, 2741, 2530, 2459, 2711, 2021, 2689, 2482, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5616942504988045\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.5848163153666, 88), (0.5850580860068526, 92), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2828, 2824, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 2503, 2826, 2157, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2129, 2456, 2593, 2655, 2737, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2719, 2360, 2548, 2734, 2741, 2789, 2842, 1942, 2656, 1870]\n", - "Fitness: 1.0\n", - "Accuracy: 0.585799271757526\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2740, 2807, 303, 709, 1740, 1811, 1905, 1942, 2220, 2334, 2459, 2647, 2755, 2778, 2819, 2848, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5676884528876939\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.4984968704133789, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 839, 1033, 2327, 2747, 2807, 2459, 2778, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5094082968845777\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.555984555984556, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 839, 1822, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5564522234351457\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.49615975422427033, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2459, 2577, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4962134810332154\n", - "Coverage: 0.990625\n", - "Birth Iteration: 28\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2689, 2819, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2611, 2751, 2755, 709, 1740, 2647, 2144, 1905, 2810, 2740, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5711526110008083\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.556978501950039, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2468, 2824, 1512, 2506, 2091, 2220, 1811, 2741, 2167, 2647, 2751, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5573704634425697\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2711, 2228, 2720, 2819, 2593, 839, 2286, 2697, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4978142957270092\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 28\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5449204965333998, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2611, 2689, 2747, 2753, 2740, 2807, 835, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5502968406194213\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5603620698497358, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2468, 2824, 1512, 2506, 2091, 2220, 1811, 2741, 2167, 2647, 2751, 2825, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5607112941078786\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5716898790902586, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 835, 2824, 2091, 2220, 1740, 303, 2738, 1811, 1942, 2751, 1512, 2334, 2798, 2596, 1905, 2432, 2611, 2647, 2706, 2810, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5716898790902586\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.5573704634425697, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5716898790902586, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5716898790902586, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 709, 1740, 1811, 1942, 2577, 2689, 2711, 2714, 2740, 2751, 2755, 2768, 2819, 2848, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.55780027791413\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5716898790902586, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5806915617162296, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5716898790902586, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 1905, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5816476547026832\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5716898790902586, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 2490]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5726618459066277\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5775925016911734, 44), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2751, 2755, 709, 1740, 2647, 2144, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167, 2606, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5775925016911734\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5775925016911734, 44), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 835, 2824, 2091, 2220, 1740, 303, 2738, 1811, 1942, 2751, 1512, 2334, 2596, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 1774, 2167, 2468, 2741, 2755, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5792629170238279\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5628811245509537, 30), (0.5668288239445735, 31), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2530, 835, 2468, 2824, 2506, 2091, 2220, 1740, 303, 2738, 1811, 2741, 1942, 2751, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5673819658639393\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.4978142957270092, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2711, 2228, 2720, 839, 2091, 2327, 2747, 835, 2459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5010049355400399\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 32\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.5552433702338826, 23), (0.5564522234351457, 24), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 839, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.557085955567929\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 32\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5676884528876939, 32), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2689, 2747, 2753, 2807, 835, 303, 1683, 1811, 1942, 2220, 2224, 2459, 2468, 2506, 2596, 2751, 2778, 2798, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5692672884323738\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5245861204115474, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2807, 2459, 2778, 2757, 2175]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5268524148979556\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5616942504988045, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2689, 2747, 2807, 835, 1512, 1811, 2167, 2220, 2459, 2468, 2506, 2647, 2741, 2751, 2778, 2824, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5639983979642423\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 839, 2459, 2825, 1351]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5577465511051849\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5373633324297461, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2327, 2807, 2711, 2144, 2220, 2747, 2848, 2459, 2581, 2689, 835, 2286, 2778, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5377394200923613\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5726618459066277, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 303, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5741710808124469\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5502968406194213, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5503346935984507\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5742516710258645, 38), (0.5773238676464483, 39), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5775387748822284\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5297475572617888, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2286, 2220, 1811, 835, 2577, 2711, 2167, 2228, 2327, 839, 2593, 2697, 2720, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5317659757887462\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.570454162484523, 34), (0.5711526110008083, 35), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2468, 2506, 2091, 2220, 1811, 2741, 2647, 2751, 2825, 835, 303, 709, 1740, 1905, 2611, 2689, 2819, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718937967514817\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.55780027791413, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 839, 2459, 2825, 1033, 2720, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5592289226065317\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5607112941078786, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2091, 2144, 2286, 2327, 2689, 2747, 2807, 835, 1512, 1811, 2167, 2220, 2459, 2468, 2506, 2647, 2741, 2778, 2824, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618554309256396\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 839, 2286, 2327, 2807, 2459, 2778, 2757, 835, 2144, 2220, 2689, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5358382236940111\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5010049355400399, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 835, 2577, 2711, 2228, 2327, 839, 2593, 2697, 2720, 2459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5014237604370432\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 35\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5577465511051849, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 839, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2468, 2506, 2091, 2220, 1811, 2741, 2647, 2751, 835, 303, 1740, 1905, 1512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588906879229459\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618554309256396, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 709, 1033, 2093, 2611, 2689, 2720, 2819, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618932839046691\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.5673819658639393, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567784916931027\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.5792629170238279, 42), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2714, 2819, 2661]\n", - "Fitness: 1.0\n", - "Accuracy: 0.579466834685051\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5588906879229459, 26), (0.5592289226065317, 27), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 839, 2825, 2720, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605232502765709\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5358382236940111, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2327, 2807, 2711, 2144, 2747, 2848, 2459, 2581, 2689, 835, 2286, 2778, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5376051030699986\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5503346935984507, 20), (0.5512370597759592, 21), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2327, 2468, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5513176499893767\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 36\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5816476547026832, 45), (0.5818515723639064, 63), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 1905, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.583076299395085\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5268524148979556, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 839, 2286, 2327, 2747, 2807, 2459, 2778, 2689, 2824, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5309612947184105\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5094082968845777, 12), (0.5182060618493256, 13), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5278561293741559, 12), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2286, 2220, 835, 2577, 2167, 2228, 2327, 839, 2697, 2720, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5278561293741559\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 37\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49770684210911914, 10), (0.5014237604370432, 11), (0.5278561293741559, 12), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5014237604370432, 11), (0.5278561293741559, 12), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 839, 2747, 2807, 2459, 2689, 2577, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49906588616266034\n", - "Coverage: 0.99375\n", - "Birth Iteration: 37\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5014237604370432, 11), (0.5278561293741559, 12), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5377394200923613, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5014237604370432, 11), (0.5278561293741559, 12), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2327, 2807, 2711, 2144, 2747, 2848, 2459, 2581, 2689, 835, 2286, 2778, 2824, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5409190703308351\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5014237604370432, 11), (0.5278561293741559, 12), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5294886917277809, 11), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2286, 2220, 835, 2577, 2167, 2228, 839, 2697, 2720, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5294886917277809\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 38\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5294886917277809, 11), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.5348442777285283, 16), (0.5376051030699986, 17), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5294886917277809, 11), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2741, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2611, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.540639446711553\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 38\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5294886917277809, 11), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.585799271757526, 87), (0.5858261351619986, 93)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5294886917277809, 11), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2824, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 1789, 39, 2334, 2491, 2674, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 2503, 2157, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2129, 2456, 2593, 2655, 2737, 2823, 2599, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2719, 2360, 2548, 2734, 2741, 2789, 2842, 1942, 2656, 1870, 2749, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5874696870901804\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49906588616266034, 10), (0.5294886917277809, 11), (0.5309612947184105, 14), (0.5317659757887462, 15), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.5318465660021637, 10), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2697, 2720, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5318465660021637\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 39\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.5318465660021637, 10), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 839, 2747, 2807, 2459, 2689, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49639664060916433\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 39\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.5639983979642423, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.565158408611919\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2697, 2720, 2711, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5341507134676015\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 40\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.5618932839046691, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2327, 2778, 839, 2825, 2720, 2807, 1512, 2459, 2689, 2794]\n", - "Fitness: 1.0\n", - "Accuracy: 0.562155812630196\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5741710808124469, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2848, 2091, 2220, 303, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 1774, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5745471684750623\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2714, 2819, 2661, 2753, 835, 2740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5799931131999443\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49385560675883255\n", - "Coverage: 0.9875\n", - "Birth Iteration: 41\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2468, 2506, 2091, 2220, 1811, 2647, 2751, 2825, 835, 303, 709, 1740, 1905, 2611, 2689, 2819, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5710182939784458\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2720, 2711, 2093, 2327, 2468, 2747, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5375452709418554\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 42\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 839, 1822, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5584071466424407\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.551790201695325, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2506, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2468, 2778, 2131]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5518329389297132\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49639664060916433, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 839, 2720, 2711, 2739, 2369, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49754566168228403\n", - "Coverage: 0.99375\n", - "Birth Iteration: 42\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.579466834685051, 41), (0.5799931131999443, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2611, 2751, 2755, 1740, 2647, 2144, 1905, 2810, 1774, 2468, 2506, 2741, 2530, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5804229276715045\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 2091, 2144, 2167, 2228, 2327, 2468, 2778, 2698, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5545510270367955\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 43\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2714, 2819, 835, 2740, 2506, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5812984304445405\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5692672884323738, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 2224]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707496599337207\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5835219876965607, 83), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 39, 2334, 2491, 2674, 2804, 2138, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 1683, 2548, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2807, 1963, 2764, 2129, 2593, 2655, 2737, 2599, 2360, 2632, 2734, 2739, 2741, 2790, 2850, 2566, 2301, 2528, 2702, 2719, 2777, 2787, 2823, 2842, 2530, 2612, 1811, 2030, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5835219876965607\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5375452709418554, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5835219876965607, 83), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5835219876965607, 83), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2720, 2711, 2093, 2327, 2468, 2747, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5378407683910531\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 44\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5835219876965607, 83), (0.5845049440874868, 84), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2711, 2228, 2720, 2694, 2828, 2824, 2753, 2473, 1279, 2798, 2688, 2167, 39, 2334, 2491, 2674, 2804, 2138, 2646, 2712, 2275, 2327, 1351, 2628, 2843, 2193, 2539, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2844, 2751, 1683, 2548, 2826, 2747, 2157, 957, 1880, 2021, 2267, 2807, 1963, 2764, 2129, 2593, 2655, 2737, 2599, 2360, 2632, 2734, 2739, 2741, 2790, 2850, 2566, 2528, 2702, 2719, 2777, 2787, 2823, 2842, 2530, 2612, 1811, 2030, 2848, 2093, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5865673209126719\n", - "Coverage: 1.0\n", - "Birth Iteration: 45\n", - "Rule Count: 83\n", - "Deletion Prob: None\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5409190703308351, 18), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 2167, 2228, 2468, 2778, 2131, 2327, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5421059443829843\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 46\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2611, 2751, 2755, 709, 1740, 2647, 2144, 1905, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167, 2829, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5831031627995575\n", - "Coverage: 1.0\n", - "Birth Iteration: 46\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.562155812630196, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2228, 2327, 2468, 2778, 839, 2410, 2506, 2689, 2720, 2794, 2807, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5628164081674518\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.540639446711553, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5411657252264463, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 839, 2720, 2711, 2093, 2327, 2468, 2747, 2611, 2741, 2803, 2334]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5411657252264463\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 47\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5411657252264463, 16), (0.5421059443829843, 17), (0.5431157641783828, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5446567467440333\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 47\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5605232502765709, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 1811, 2747, 2751, 2824, 835, 2647, 2577, 2741, 2711, 2144, 2167, 2228, 2327, 2468, 2720, 2807, 1905, 2689, 2740, 2822, 2848, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5610495287914643\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5812984304445405, 44), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2714, 2819, 835, 2506, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5813521572534855\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2228, 2720, 2577, 835, 839, 2167, 2220, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5285325987413274\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 47\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5584071466424407, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 835, 2647, 2577, 2711, 1512, 2091, 2144, 2228, 2468, 2778, 839, 1822, 303, 2720, 2807, 2685, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5585304740902464\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5378407683910531, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2720, 2711, 2093, 2327, 2747, 2697, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5390386320177591\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 48\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2286, 2327, 2747, 2807, 2459, 2144, 2468, 2506, 2091, 2220, 1811, 2647, 2825, 835, 709, 1740, 2611, 2689, 2093, 2697, 1963, 2804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618981681600277\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2228, 839, 2720, 2711, 2093, 2327, 2747, 2697, 2527, 1811, 2468, 2506, 2689, 2807, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5474871727243644\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.5518329389297132, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2711, 2228, 2720, 2286, 2327, 2747, 2689, 2824, 2220, 1811, 2647, 2167, 2468, 2741, 2746, 2822, 835, 2093, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.552493534466969\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5745471684750623, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 1033, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 1942, 2751, 2334, 1905, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2819, 835, 2506, 2167, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5760026765719366\n", - "Coverage: 1.0\n", - "Birth Iteration: 50\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5775656382867009, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2611, 2751, 2755, 709, 1740, 2647, 2144, 2530, 1905, 2810, 1774, 762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5775656382867009\n", - "Coverage: 1.0\n", - "Birth Iteration: 51\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5775656382867009, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.583076299395085, 45), (0.5831031627995575, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5775656382867009, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2751, 2755, 709, 1740, 2647, 2144, 1905, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167, 2829, 2548, 2329]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5840323923815385\n", - "Coverage: 1.0\n", - "Birth Iteration: 51\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5474871727243644, 19), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5775656382867009, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5775656382867009, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2228, 2327, 2468, 709, 2093, 2720, 2697, 1811, 2506, 2689, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5482552218795103\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 51\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5775656382867009, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 1033, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 1942, 2751, 2334, 1905, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2819, 835, 2506, 2167, 2746, 2778, 2091]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5792091902148828\n", - "Coverage: 1.0\n", - "Birth Iteration: 52\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 1774, 2468, 2741, 2755, 709, 2714, 2819, 835, 2506, 2829, 2775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5821202064086315\n", - "Coverage: 1.0\n", - "Birth Iteration: 52\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5513176499893767, 20), (0.552493534466969, 21), (0.5545510270367955, 22), (0.557085955567929, 23), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2228, 2327, 2468, 709, 2093, 2720, 2697, 1811, 2506, 2689, 2825, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5572678940800383\n", - "Coverage: 1.0\n", - "Birth Iteration: 52\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.567784916931027, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2740, 2822, 2224]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5683111954459203\n", - "Coverage: 1.0\n", - "Birth Iteration: 52\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5710182939784458, 32), (0.5718937967514817, 33), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 2224, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5738218565543044\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2468, 2506, 2220, 1811, 2647, 2751, 2825, 835, 303, 1905, 2611, 2689, 2167, 2224, 2334, 2741, 2810, 2824, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5750734469899554\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5341507134676015, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2720, 2711, 2093, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5373840905150203\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 53\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5821202064086315, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 2468, 2741, 2755, 709, 2714, 2819, 835, 2506, 2829, 2775, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5836025779099783\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5683111954459203, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5691598348144837\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5618981681600277, 27), (0.5628164081674518, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2286, 2220, 1811, 2747, 2751, 835, 2647, 2577, 2741, 2711, 1512, 2091, 2144, 2228, 2327, 2468, 2778, 839, 2410, 2506, 2689, 2720, 2794, 2807, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631656324255945\n", - "Coverage: 1.0\n", - "Birth Iteration: 54\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5482552218795103, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2689, 2825, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5501136810434724\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 54\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.4962134810332154, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2459, 2577, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49706212040177883\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 54\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.4946236559139785, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2577, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49615975422427033\n", - "Coverage: 0.990625\n", - "Birth Iteration: 55\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5491307246525463\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 55\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5740367637900845, 33), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 1905, 2224, 2506, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5740367637900845\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5740367637900845, 33), (0.5750734469899554, 34), (0.5760026765719366, 37), (0.5775387748822284, 38), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5740367637900845, 33), (0.5750734469899554, 34), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 2369, 839, 2778, 2144, 1905, 2807, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5786987855299051\n", - "Coverage: 1.0\n", - "Birth Iteration: 56\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5740367637900845, 33), (0.5750734469899554, 34), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 2224, 1919, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5762871844465772\n", - "Coverage: 1.0\n", - "Birth Iteration: 56\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5501136810434724, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2155]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5506130961538931\n", - "Coverage: 1.0\n", - "Birth Iteration: 56\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2738, 2751, 2755, 709, 1740, 2647, 2144, 1905, 2810, 1774, 835, 2468, 1512, 2506, 2741, 2167, 2829, 2548, 2824, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5861484960156687\n", - "Coverage: 1.0\n", - "Birth Iteration: 57\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5813521572534855, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 1033, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 1942, 2751, 2334, 1905, 2611, 2647, 2706, 2810, 2848, 2468, 2741, 2755, 709, 2819, 835, 2506, 2778, 2091, 839, 1512, 1740, 2432, 2775, 2825, 2729]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5819858893862688\n", - "Coverage: 1.0\n", - "Birth Iteration: 58\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5446567467440333, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 1401]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5466922601647459\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 58\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 2369, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5802617472446694\n", - "Coverage: 1.0\n", - "Birth Iteration: 58\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.5491307246525463, 17), (0.5506130961538931, 18), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 1401, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.553239604473001\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 59\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5819858893862688, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2848, 2468, 2741, 2755, 709, 2714, 835, 2506, 2829, 2775, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5821470698131039\n", - "Coverage: 1.0\n", - "Birth Iteration: 59\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5792091902148828, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 2369, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5794399712805784\n", - "Coverage: 1.0\n", - "Birth Iteration: 60\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5707496599337207, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 2224, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5710988841918633\n", - "Coverage: 1.0\n", - "Birth Iteration: 60\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Iteration: 62\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2432, 2689, 2819, 2824, 2706, 1811, 1942, 2714, 2334, 2848, 2091, 2220, 303, 2611, 2751, 2755, 1740, 2647, 2144, 1905, 2810, 1774, 2468, 2506, 2741, 2530, 2742, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.580449791075977\n", - "Coverage: 1.0\n", - "Birth Iteration: 62\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2720, 2711, 2093, 2327, 2747, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5378676317955255\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 62\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2720, 2711, 2093, 2327, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5376527245597454\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 62\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 63\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836025779099783, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2647, 2706, 2810, 2848, 2741, 2755, 709, 2714, 835, 2506, 2829, 2825, 1774, 2167, 2738, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5836563047189234\n", - "Coverage: 1.0\n", - "Birth Iteration: 63\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5765020916823573, 36), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 2369, 839, 2778, 2144, 1905, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765020916823573\n", - "Coverage: 1.0\n", - "Birth Iteration: 63\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5378676317955255, 13), (0.5390386320177591, 14), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5765020916823573, 36), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5765020916823573, 36), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2711, 2093, 2327, 2747, 2527, 2289]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5404404133056885\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 64\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5765020916823573, 36), (0.5786987855299051, 37), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 1905, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 2224, 1919, 709, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5787256489343775\n", - "Coverage: 1.0\n", - "Birth Iteration: 64\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5710988841918633, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2459, 2144, 2689, 2824, 2220, 303, 1811, 2751, 2334, 2647, 2706, 2810, 2848, 2167, 2468, 2741, 2746, 2740, 2822, 1905, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5715982993022841\n", - "Coverage: 1.0\n", - "Birth Iteration: 64\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2824, 1811, 2751, 2334, 1905, 2647, 2810, 2848, 2167, 2468, 2741, 2740, 2822, 2224, 709, 835, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5639068181762679\n", - "Coverage: 1.0\n", - "Birth Iteration: 64\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5466922601647459, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5508011399852006\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 64\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 1401, 2685, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5547757027832929\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 64\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47081413210445466\n", - "Coverage: 0.934375\n", - "Birth Iteration: 65\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2577, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47235023041474655\n", - "Coverage: 0.9375\n", - "Birth Iteration: 66\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.5585304740902464, 24), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2334, 2741, 2778, 2144, 2810, 2796, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.560458533893069\n", - "Coverage: 1.0\n", - "Birth Iteration: 66\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5376527245597454, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2711, 2093, 2327, 2747, 2289]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5402255060699084\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 67\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.580449791075977, 42), (0.5821470698131039, 43), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2432, 2611, 2647, 2706, 2810, 2468, 2741, 709, 835, 2506, 2829, 2775, 2825, 2697, 2639, 2572]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5834145340786707\n", - "Coverage: 1.0\n", - "Birth Iteration: 67\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.5802617472446694, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2742, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.580288610649142\n", - "Coverage: 1.0\n", - "Birth Iteration: 69\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5434320197128546, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2697, 2720, 2711, 709, 2093, 2685, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5434320197128546\n", - "Coverage: 0.996875\n", - "Birth Iteration: 69\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5404404133056885, 13), (0.5434320197128546, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5434320197128546, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2697, 2720, 2711, 709, 2093, 2685, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5432708392860195\n", - "Coverage: 0.996875\n", - "Birth Iteration: 70\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5373840905150203, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5434320197128546, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5434320197128546, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 839, 2711, 2093, 2747, 2289]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5375721343463279\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 70\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5434320197128546, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5459352005841569\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 70\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5508011399852006, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2685, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5519611506328774\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 70\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.565158408611919, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2824, 1811, 2751, 2334, 1905, 2647, 2810, 2848, 2167, 2468, 2741, 2740, 2822, 2224, 709, 835, 2138, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5656578237223399\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5804229276715045, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2742, 2570, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818247089594337\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5459352005841569, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2697, 2720, 2711, 709, 2093, 2685, 2747, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5485775827331805\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 71\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 44), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2647, 2706, 2810, 2848, 2741, 2755, 709, 2714, 835, 2506, 2829, 2825, 1774, 2167, 2738, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5836563047189234\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.49615975422427033, 6), (0.49706212040177883, 7), (0.49754566168228403, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2720, 2577, 835, 839, 2286, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5036167910930719\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 72\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5691598348144837, 30), (0.5715982993022841, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2824, 1811, 2751, 2334, 1905, 2647, 2810, 2848, 2167, 2468, 2741, 2740, 2822, 2224, 709, 835, 303, 2746, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5716788895157017\n", - "Coverage: 1.0\n", - "Birth Iteration: 72\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 835, 2228, 839, 2711, 2093, 2689, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5201377848436672\n", - "Coverage: 0.9625\n", - "Birth Iteration: 72\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.47235023041474655, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2577, 2228]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4923195084485407\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 72\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5639068181762679, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5648897745671939, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2711, 2720, 839, 2286, 2327, 2747, 2689, 2824, 2091, 2220, 1740, 303, 2751, 1512, 2334, 2647, 2810, 2755, 709, 835, 2829, 2825, 1774, 2167, 2093, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5648897745671939\n", - "Coverage: 1.0\n", - "Birth Iteration: 72\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519611506328774, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5648897745671939, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5648897745671939, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2697, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5519880140373499\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 72\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 73\n", - "Iteration: 74\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5648897745671939, 28), (0.5656578237223399, 29), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2334, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2506, 2751, 2807, 2825, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5674784299072724\n", - "Coverage: 1.0\n", - "Birth Iteration: 74\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5201377848436672, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2228, 839, 2711, 2093, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5205675993152274\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 75\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5631656324255945, 27), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2334, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2807, 2825, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5646211405224688\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5610495287914643, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2807, 2825, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5633268128524296\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 76\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.49385560675883255, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 835, 839, 2286, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4942390208044857\n", - "Coverage: 0.90390625\n", - "Birth Iteration: 77\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5036167910930719, 6), (0.5205675993152274, 8), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2720, 835, 839, 2286, 2689, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5243809816864845\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 77\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5432708392860195, 13), (0.5485775827331805, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2711, 2093, 2327, 2747, 709, 2685, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5490501344391288\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 78\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2824, 1811, 2751, 2334, 1905, 2647, 2810, 2848, 2167, 2468, 2741, 2740, 2822, 2224, 709, 835, 303, 2746, 2548, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5724200752663751\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5840323923815385, 45), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 839, 1033, 2286, 2327, 2747, 2807, 2459, 2778, 2144, 2689, 2824, 2091, 2220, 1740, 303, 1811, 1942, 2751, 1512, 2334, 1905, 2647, 2706, 2810, 2848, 2741, 2755, 709, 2714, 835, 2506, 2829, 2825, 1774, 2167, 2738, 2702, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5844243538740692\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2506, 2751, 2807, 2825, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5653623262731422\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2334, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2506, 2751, 2807, 2825, 2768, 923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5690792446010662\n", - "Coverage: 1.0\n", - "Birth Iteration: 79\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5375721343463279, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2577, 2167, 2228, 839, 2711, 2093, 2327, 2747, 2289]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5385013639283089\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 80\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794399712805784, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5794936980895236\n", - "Coverage: 1.0\n", - "Birth Iteration: 81\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5402255060699084, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2577, 2167, 2228, 839, 2711, 2093, 2327, 2747, 2289, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5423147462995661\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 81\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5502101450868054\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 81\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5633268128524296, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2720, 2697, 2685, 1919, 923, 1811, 2334, 2741, 2751, 2768, 2807, 2810, 2824, 1927]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5634611298747921\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 81\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5818247089594337, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2742, 2570, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5832802170563081\n", - "Coverage: 1.0\n", - "Birth Iteration: 82\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5646211405224688, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2829, 303, 2224, 2611, 2741, 2751, 1905, 2807, 2810, 2548, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5647713313747469\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5738218565543044, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2824, 1811, 2751, 2334, 1905, 2647, 2810, 2848, 2167, 2468, 2741, 2740, 2822, 2224, 709, 835, 303, 2746, 2548, 2517, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5746973593273403\n", - "Coverage: 1.0\n", - "Birth Iteration: 84\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.434715821812596\n", - "Coverage: 0.8578125\n", - "Birth Iteration: 84\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5572678940800383, 19), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 709, 2720, 2697, 1919, 1811, 2741, 2751, 839, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5574022111024008\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 84\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4942390208044857, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2577, 2228, 2536]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4946236559139785\n", - "Coverage: 0.9875\n", - "Birth Iteration: 85\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5583583040888543, 20), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 1919, 709, 839, 2697, 1811, 2741, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5583583040888543\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 85\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5583583040888543, 20), (0.560458533893069, 22), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5583583040888543, 20), (0.560458533893069, 22), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2334, 2741, 2778, 2144, 2810, 2796, 2685, 1401, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5612534464526875\n", - "Coverage: 1.0\n", - "Birth Iteration: 85\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5285325987413274, 9), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5583583040888543, 20), (0.560458533893069, 22), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5583583040888543, 20), (0.560458533893069, 22), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 835, 839, 2286, 2711, 2689, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5309979266336002\n", - "Coverage: 0.98125\n", - "Birth Iteration: 85\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5583583040888543, 20), (0.560458533893069, 22), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5605012711274571, 20), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2093, 2720, 2697, 2506, 2829, 2741, 2807, 2548, 2685, 1919, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605012711274571\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 85\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.553239604473001, 16), (0.5547757027832929, 17), (0.5574022111024008, 18), (0.5605012711274571, 20), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 1919, 709, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5574986751457339\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 86\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5612534464526875, 24), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2334, 2741, 2778, 2144, 2810, 2796, 2685, 1401, 2490]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618603151809982\n", - "Coverage: 1.0\n", - "Birth Iteration: 87\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.5385013639283089, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2577, 2167, 2228, 839, 2711, 2327, 2747, 2289, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.539484320319235\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 87\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5724200752663751, 31), (0.5746973593273403, 32), (0.5762871844465772, 33), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2711, 2228, 2720, 2286, 2327, 2747, 2807, 2144, 2824, 1811, 2751, 2334, 1905, 2647, 2810, 2848, 2167, 2468, 2741, 2740, 2224, 709, 835, 303, 2746, 2548, 2517, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5769746433883056\n", - "Coverage: 1.0\n", - "Birth Iteration: 88\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 89\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5519880140373499, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 1919, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5550870740624061\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 89\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 90\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5318465660021637, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2577, 2228, 2720, 2685, 2747, 709, 1979, 2369]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536036036036036\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 90\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5502101450868054, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 709, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5506936863673106\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 91\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5591800800529453, 19), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2093, 2720, 2697, 2506, 2807, 2548, 2685, 1919, 709, 2788]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5591800800529453\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 91\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5591800800529453, 19), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.5674784299072724, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5591800800529453, 19), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2506, 2751, 2807, 2825, 2768, 923]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567784916931027\n", - "Coverage: 1.0\n", - "Birth Iteration: 91\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5591800800529453, 19), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5794936980895236, 39), (0.580288610649142, 40), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5591800800529453, 19), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2742, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5817709821504888\n", - "Coverage: 1.0\n", - "Birth Iteration: 92\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5591800800529453, 19), (0.5605012711274571, 20), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2711, 2093, 2327, 2747, 709, 2685, 2720, 2224, 2506, 2611, 2741, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605549979364021\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 93\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5618603151809982, 23), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628322819973673, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 1919, 709, 2506, 2697, 2788, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5628322819973673\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 93\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628322819973673, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2093, 2720, 2697, 2506, 2807, 2548, 2685, 1919, 709, 2704]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5628591454018399\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 93\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5690792446010662, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2824, 2741, 2778, 2144, 2810, 2796, 2685, 1811, 2506, 2751, 2807, 2825, 2768, 2224, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5700243480129628\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5817709821504888, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2742, 2570, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5824315776877447\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5834145340786707, 42), (0.5836563047189234, 43), (0.5844243538740692, 44), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2647, 2577, 2711, 2167, 2228, 2327, 2468, 709, 2093, 2720, 2697, 2506, 2825, 2689, 2824, 1033, 2829, 1811, 2581, 2459, 2334, 303, 2224, 2611, 2741, 2751, 839, 2778, 2144, 1905, 2807, 2810, 2796, 2548, 2742, 2570, 2712, 770]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5858529985664711\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.4946236559139785, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2720, 835, 839, 2286, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5203258286749748\n", - "Coverage: 0.96328125\n", - "Birth Iteration: 95\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5423147462995661, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5442537956769455\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 95\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 96\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5605549979364021, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5614036373049656, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2711, 2093, 2327, 2747, 709, 2685, 2720, 2506, 2611, 2741, 2751, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5614036373049656\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 97\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5614036373049656, 18), (0.5628591454018399, 19), (0.5634611298747921, 25), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5614036373049656, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2711, 2093, 2327, 2747, 709, 2685, 2720, 2224, 2506, 2611, 2741, 2751, 2529, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5635197409390957\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 97\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5614036373049656, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2747, 835, 2577, 2711, 2167, 2228, 2327, 2093, 2720, 2697, 2548, 2685, 709, 2611, 1512, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618871785854709\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 97\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.536036036036036, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 2577, 2167, 2228, 2711, 2327, 2747, 2289, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5385282273327814\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 98\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5867553647439796, 86), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2369, 2459, 2711, 2228, 2720, 2694, 2824, 2301, 2753, 2566, 2473, 1279, 2798, 2688, 2167, 39, 2334, 2491, 2674, 2804, 2787, 2138, 2646, 803, 2712, 2275, 2327, 1351, 2843, 2193, 2539, 2702, 2776, 2755, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 2715, 2844, 2751, 2503, 2157, 1880, 2021, 2267, 2714, 2777, 2807, 2838, 1963, 2764, 2129, 2456, 2593, 2655, 2737, 2823, 2528, 2632, 2709, 2739, 2790, 2850, 2750, 2719, 2360, 2548, 2734, 2741, 2789, 2842, 1942, 2656, 1870, 2749, 1822, 2530]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5867553647439796\n", - "Coverage: 1.0\n", - "Birth Iteration: 98\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Iteration: 99\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5442537956769455, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5867553647439796, 86), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5457093037738199, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5867553647439796, 86), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2711, 2093, 2327, 2747, 2685, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5457093037738199\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 99\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5457093037738199, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5867553647439796, 86), (0.5874696870901804, 87)]\n", - "[(0.434715821812596, 2), (0.47081413210445466, 3), (0.4923195084485407, 4), (0.5203258286749748, 5), (0.5243809816864845, 6), (0.5309979266336002, 7), (0.5385282273327814, 10), (0.539484320319235, 11), (0.5457093037738199, 12), (0.5490501344391288, 13), (0.5506936863673106, 14), (0.5550870740624061, 15), (0.5574986751457339, 16), (0.5609579490034897, 17), (0.5618871785854709, 18), (0.5628591454018399, 19), (0.5635197409390957, 20), (0.5647713313747469, 26), (0.5653623262731422, 27), (0.567784916931027, 28), (0.5700243480129628, 29), (0.5716788895157017, 30), (0.5769746433883056, 31), (0.5787256489343775, 34), (0.5824315776877447, 39), (0.5832802170563081, 41), (0.5858529985664711, 42), (0.5861484960156687, 46), (0.5865673209126719, 83), (0.5867553647439796, 86), (0.5874696870901804, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2220, 835, 2577, 2167, 2228, 2720, 2711, 2093, 2685, 2747, 2327, 2529, 709, 2456, 2611, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5609579490034897\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 99\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.6423505430825026\n" - ] - } - ], - "source": [ - "heros_null = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = False)\n", - "\n", - "heros_null = heros_null.fit(X_train_2, y_train_2, cat_feat_indexes=cat_feat_indexes, ek=ek)\n", - "\n", - "heros_alt = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = True)\n", - "heros_alt = heros_alt.fit(X_train_2, y_train_2, cat_feat_indexes=cat_feat_indexes, ek=ek)\n", - "\n", - "heros_alt1 = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = None)\n", - "heros_alt1 = heros_alt1.fit(X_train_2, y_train_2, cat_feat_indexes=cat_feat_indexes, ek=ek)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "top_02 = heros_null.export_model_growth()\n", - "top_12 = heros_alt.export_model_growth()\n", - "top_22 = heros_alt1.export_model_growth()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import accuracy_score\n", - "y_predict_02 = heros_null.predict(X_test_2, top_rule_set = True)\n", - "acc_02 = accuracy_score(y_test_2, y_predict_02)\n", - "\n", - "y_predict_12 = heros_alt.predict(X_test_2, top_rule_set = True)\n", - "acc_12 = accuracy_score(y_test_2, y_predict_12)\n", - "\n", - "y_predict_22 = heros_alt1.predict(X_test_2, top_rule_set = True)\n", - "acc_22 = accuracy_score(y_test_2, y_predict_22)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "\n", - "# Plot" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "plt.figure(figsize=(12, 12))\n", - "# Create the plot with differentiated line styles and colors\n", - "plt.plot(top_00.index, top_00[\"Accuracy\"], label=\"Multiplexor 6 - Random\", linestyle='-', color='blue')\n", - "plt.plot(top_10.index, top_10[\"Accuracy\"], label=\"Multiplexor 6 - Probabilistic\", linestyle='--', color='blue')\n", - "plt.plot(top_20.index, top_20[\"Accuracy\"], label=\"Multiplexor 6 - Smart\", linestyle=':', color='blue')\n", - "\n", - "plt.plot(top_01.index, top_01[\"Accuracy\"], label=\"B-Gametes - Random\", linestyle='-', color='green')\n", - "plt.plot(top_11.index, top_11[\"Accuracy\"], label=\"B-Gametes - Probabilistic\", linestyle='--', color='green')\n", - "plt.plot(top_21.index, top_21[\"Accuracy\"], label=\"B-Gametes - Smart\", linestyle=':', color='green')\n", - "\n", - "plt.plot(top_02.index, top_02[\"Accuracy\"], label=\"2way Epistasis - Random\", linestyle='-', color='red')\n", - "plt.plot(top_12.index, top_12[\"Accuracy\"], label=\"2way Epistasis - Probabilistic\", linestyle='--', color='red')\n", - "plt.plot(top_22.index, top_22[\"Accuracy\"], label=\"2way Epistasis - Smart\", linestyle=':', color='red')\n", - "\n", - "# Add labels and title\n", - "plt.xlabel('Iteration')\n", - "plt.ylabel(\"Accuracy\")\n", - "plt.title('Top Model Accuracy vs Iteration')\n", - "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", - "\n", - "# Show plot\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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4OHFOcvser1+/vn788Uc9+eSTWrp0abYLc509e1Zff/21OnTooIIFC2b7OZw9e1bffffdJWspUaKEKlasqAkTJmjSpElKSEhwOWXhUk6dOqUXXnhBt9xyi7y9veXt7a3ChQvr9OnTOY7Ffffd5/K8Ro0akuT8GWadBpH1vsrSqVMneXu7dzBk1iH57733ntLT0zVjxgx16tRJhQsXztZ33bp1+vvvv7MddVG+fHndfffd+vrrryVJO3bs0IEDB/TQQw+5XD8gNDTUeaRPltx+/+fE9ncPgOsTARvADefgwYM6duyYfH195ePj4/JITk52/tJUsWJFffXVVypTpoz69eunihUrqmLFitnOs3RHZmamZs6c6TzE9dixYzp27JiaN2+uQoUKacaMGc6+f/75p0JCQlwOb7zQn3/+KS8vL5UtW/aya8pJTlfXHjhwoIYPH6727dvr888/1/fff68NGzaoZs2a+vvvv11qupyrgx88eFCff/55tp9JtWrVJMn5c+nWrZvi4uK0d+9e3X///SpTpowaNGig+Pj4y9rXI0eO5Li/ISEhztfPZ/PK41kBJmtbV+rgwYOSpEGDBmUbxyeffFKSsoWCC/cnax316tXLto558+ZlW75gwYLy9/d3afPz83M5rzwv7N27V35+fipRooQkadKkSXriiSfUoEEDLViwQN999502bNige+65x+X9eSm5fY8PGTJEEydO1Hfffafo6GiVLFlSzZo108aNGyWde8+kp6frzTffzDaGrVu3lpT953Ahh8Ohr7/+Wq1atdL48eNVp04dlS5dWv379//Hw7IfeughvfXWW+rTp4+WLl2q9evXa8OGDSpdunSOY1GyZEmX51kX7cvqm/UZuPB7xtvbO9uyuZF1vvPLL7+sH374Qb17986xX9Z2L/b5zHr9YvXl1Jbb7/+c2P7uAXB94hxsADecrAv5LFmyJMfXz799TOPGjdW4cWNlZGRo48aNevPNNxUTE6OgoCB16dLF7W1/9dVXzlCV0y+m3333nbZt26aqVauqdOnSWrNmjTIzMy8askuXLq2MjAwlJydfMvj5+fk5Lzp1vpzOeZSU41Wk33//fXXv3l0vv/yyS/vhw4dVrFgxl5r++OOPi9ZyMaVKlVKNGjX073//O8fXzw+hvXr1Uq9evXT69GmtWrVKI0aMUJs2bbRz506Fhoa6td2SJUvmeB/yrIs8XXi+qq0rbBtj9Pnnn6tQoUKqW7eulXVm1TpkyBB17Ngxxz5Z5xFnuXB/stbx8ccfuz2WV8v+/fu1adMmNWnSxDmD+v777+uuu+5SbGysS193zhHO7Xvc29tbAwcO1MCBA3Xs2DF99dVXGjp0qFq1aqV9+/apePHi8vLyUrdu3S56dEl4ePg/1hMaGur8o9vOnTv10UcfaeTIkUpNTdXUqVNzXOb48eP64osvNGLECA0ePNjZnpKS4jxP3V1Z31XJyckqV66csz09Pf2i3yGXUr58eTVv3lyjRo1SREREtlnmC7d7sc9n1nv1/PoudGGbO9//ObH53QPg+kTABnDDadOmjebOnauMjAw1aNAgV8t4eXmpQYMGqly5subMmaMffvhBXbp0yTbT809mzJihAgUKaOHChQoMDHR57Y8//nDOkEycOFHR0dH68MMPNXPmzIseJh4dHa1x48YpNjZWo0ePvuh2w8LC9NNPP7m0ffPNNzp16lSu6pbOBbELb0f1v//9T/v379ctt9ziUtNLL72kb775RnfffXeu19+mTRstXrxYFStWVPHixXO1TKFChRQdHa3U1FS1b99eW7dudfuX3GbNmmncuHH64YcfVKdOHWf77Nmz5XA41LRpU7fWl1ujRo3Stm3bNHTo0GwzwJcrIiJClSpV0o8//pgtJOZWq1at5O3trd9++y3HUwUuh7ufk0v5+++/1adPH6Wnp+v55593tuf0/vzpp5+0bt06lS9fPle15PY9fr5ixYrpgQce0P79+xUTE6M9e/aoatWqatq0qRISElSjRg35+vpedH9yOza33nqrXnzxRS1YsEA//PDDRfs5HA4ZY7Ltx/Tp05WRkXHJbVxM1hXq58yZo8jISGf7Rx99lO0K/7n17LPPKiAgQA8++OBF+zRs2FABAQF6//33Xfr98ccf+uabb/TAAw9IOve+Dw4O1ocffqiBAwc6/2i0d+9erV271uWPc5fz/Z8TG989AK5PBGwAN5wuXbpozpw5at26tZ555hnVr19fPj4++uOPP7R8+XK1a9dOHTp00NSpU/XNN9/o3nvvVYUKFXT27Fnn7WWyzi8uUqSIQkND9emnn6pZs2YqUaKESpUqpbCwsGzbPXLkiD799FO1atVK7dq1y7G2119/XbNnz9a4cePUtWtXvfvuu+rbt6927Nihpk2bKjMzU99//72qVKmiLl26qHHjxurWrZvGjh2rgwcPqk2bNvLz81NCQoIKFiyop59+WtK5QxuHDx+ul156SU2aNNG2bdv01ltvZQv5l9KmTRvNnDlTlStXVo0aNbRp0yZNmDAh2+HgMTExmjdvntq1a6fBgwerfv36+vvvv7Vy5Uq1adPmooF19OjRio+PV1RUlPr376+IiAidPXtWe/bs0eLFizV16lTddNNNeuyxxxQQEKBGjRopODhYycnJGjdunAIDA523PHLHgAEDNHv2bN17770aPXq0QkND9b///U9TpkzRE088cdFbB+XWsWPHnOfbnj59Wjt27NDcuXO1evVqderUSaNGjbqi9V/o7bffVnR0tFq1aqWePXuqXLlyOnr0qLZv364ffvhB8+fPv+TyYWFhGj16tIYNG6bff/9d99xzj4oXL66DBw9q/fr1KlSokNs1u/M5OV9iYqK+++47ZWZm6vjx40pISHAeovvaa6+pZcuWzr5t2rTRmDFjNGLECDVp0kQ7duzQ6NGjFR4e7hICL1VLbt/jbdu2VfXq1VW3bl2VLl1ae/fu1eTJkxUaGuq8qvUbb7yhO+64Q40bN9YTTzyhsLAwnTx5Ur/++qs+//xz57n9FStWVEBAgObMmaMqVaqocOHCCgkJ0eHDh/XUU0/pwQcfVKVKleTr66tvvvlGP/30k8vM9IWKFi2qO++8UxMmTHDu18qVKzVjxgyXWXh3VKlSRY888ogmT54sHx8fNW/eXD///LPzSvqXo2XLli4/v5wUK1ZMw4cP19ChQ9W9e3d17dpVR44c0ahRo+Tv768RI0ZIkgoUKKAxY8aoT58+6tChgx577DEdO3ZMI0eOzHaIeG6//3Ni+7sHwHXKo5dYA4Cr4MKriBtjTFpampk4caKpWbOm8ff3N4ULFzaVK1c2jz/+uNm1a5cxxph169aZDh06mNDQUOPn52dKlixpmjRpYj777DOXdX311Vemdu3axs/P75JX1J08ebKRZD755JOL1jp16lSXK9z+/fff5qWXXjKVKlUyvr6+pmTJkubuu+82a9eudS6TkZFhXn/9dVO9enXj6+trAgMDTcOGDc3nn3/u7JOSkmKef/55U758eRMQEGCaNGliNm/efNGriG/YsCFbbX/99Zfp3bu3KVOmjClYsKC54447zOrVq7NdaTer7zPPPGMqVKhgfHx8TJkyZcy9995rfvnlF2cf5XAl5z///NP079/fhIeHGx8fH1OiRAkTGRlphg0bZk6dOmWMMWbWrFmmadOmJigoyPj6+pqQkBDTqVMn89NPP110XLNc7Kree/fuNQ899JApWbKk8fHxMREREWbChAnOK24bk7srW+e0PUlGknE4HKZw4cImIiLCdOvWzSxdujTHZS4cF3evIm6MMT/++KPp1KmTKVOmjPHx8TFly5Y1d999t5k6daqzz6V+1sYY88knn5imTZuaokWLGj8/PxMaGmoeeOAB89VXXzn75PTZMsaYESNGmAt/xcjt5+T8fc56eHl5meLFi5vIyEgTExPjvKL8+VJSUsygQYNMuXLljL+/v6lTp4755JNPTI8ePVyuIn2pWnL7Hn/ttddMVFSUKVWqlPH19TUVKlQwvXv3Nnv27Mm2H48++qgpV66c8fHxMaVLlzZRUVFm7NixLv0+/PBDU7lyZePj4+P8+R88eND07NnTVK5c2RQqVMgULlzY1KhRw7z++usmPT39omNnjDF//PGHuf/++03x4sVNkSJFzD333GN+/vnnXH/es95by5cvdxnfZ5991pQpU8b4+/ub22+/3axbty7bOi9G//8q4pdy4VXEs0yfPt3UqFHD+f3Wrl27HN8D06dPd35X3nrrrSYuLi7Hn39uvv+NyX4V8Sv57gFw43AYY/kSpgAAAAAA3IC4ijgAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGDBDXcf7MzMTB04cEBFihSRw+HwdDkAAAAAgGuYMUYnT55USEiIChS49Bz1DRewDxw4oPLly3u6DAAAAABAPrJv3z7ddNNNl+xzwwXsIkWKSDo3OEWLFvVwNQAAAACAa9mJEydUvnx5Z5a8lBsuYGcdFl60aFECNgAAAAAgV3JzijEXOQMAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbsGjVqlVq27atQkJC5HA49Mknn/zjMitXrlRkZKT8/f118803a+rUqdn6LFiwQFWrVpWfn5+qVq2qRYsWZeszZcoUhYeHy9/fX5GRkVq9erXL68YYjRw5UiEhIQoICNBdd92lrVu3Xva+XksYdwAAAFwLCNiARadPn1bNmjX11ltv5ar/7t271bp1azVu3FgJCQkaOnSo+vfvrwULFjj7rFu3Tp07d1a3bt30448/qlu3burUqZO+//57Z5958+YpJiZGw4YNU0JCgho3bqzo6GglJiY6+4wfP16TJk3SW2+9pQ0bNqhs2bJq0aKFTp48aW8APIRxBwAAwDXB3GCOHz9uJJnjx497uhRc5ySZRYsWXbLP888/bypXruzS9vjjj5vbb7/d+bxTp07mnnvucenTqlUr06VLF+fz+vXrm759+7r0qVy5shk8eLAxxpjMzExTtmxZ88orrzhfP3v2rAkMDDRTp051a7+udYw7AAAAbHInQzKDDXjQunXr1LJlS5e2Vq1aaePGjUpLS7tkn7Vr10qSUlNTtWnTpmx9WrZs6eyze/duJScnu/Tx8/NTkyZNnH1uJIw7AAAA8gIBG/Cg5ORkBQUFubQFBQUpPT1dhw8fvmSf5ORkSdLhw4eVkZFxyT5Z/71UnxsJ4w4AAIC8QMAGPMzhcLg8N8Zka8+pz4VttvrcKBh3AAAA2EbABjyobNmy2WYyDx06JG9vb5UsWfKSfbJmRUuVKiUvL69L9ilbtqwkXbLPjYRxBwAAQF4gYAMe1LBhQ8XHx7u0LVu2THXr1pWPj88l+0RFRUmSfH19FRkZma1PfHy8s094eLjKli3r0ic1NVUrV6509rmRMO4AAADIE3l4sbV/tHLlStOmTRsTHBycqyv/GmPMihUrTJ06dYyfn58JDw83sbGxbm2Tq4gjL508edIkJCSYhIQEI8lMmjTJJCQkmL179xpjjBk8eLDp1q2bs//vv/9uChYsaAYMGGC2bdtmZsyYYXx8fMzHH3/s7PPtt98aLy8v88orr5jt27ebV155xXh7e5vvvvvO2Wfu3LnGx8fHzJgxw2zbts3ExMSYQoUKmT179jj7vPLKKyYwMNAsXLjQbNmyxXTt2tUEBwebEydOXIWRyVuMOwAAAPKKOxnSowF78eLFZtiwYWbBggW5CthZvxQ/88wzZtu2beadd97J9kvxPyFgIy8tX77cSMr26NGjhzHGmB49epgmTZq4LLNixQpTu3Zt4+vra8LCwnL8o9H8+fNNRESE8fHxMZUrVzYLFizI1ue///2vCQ0NNb6+vqZOnTpm5cqVLq9nZmaaESNGmLJlyxo/Pz9z5513mi1btljbd09i3AEAAJBX3MmQDmP+/5V9PMzhcGjRokVq3779Rfu88MIL+uyzz7R9+3ZnW9++ffXjjz9q3bp1udrOiRMnFBgYqOPHj6to0aJXWjYAAAAA4DrmTobMV+dg5+betRdKSUnRiRMnXB4AAAAAANjm7ekC3PFP964NDg7Otsy4ceM0atSoq1UirgPcPck9No+BYexz79o49ggAAADny1cz2FLu7l17viFDhuj48ePOx759+/K8RgAAAADAjSdfzWDn5t61F/Lz85Ofn9/VKA8AAAAAcAPLVzPYubl3LQAAAAAAnuDRgH3q1Clt3rxZmzdvliTt3r1bmzdvVmJioqRzh3d3797d2b9v377au3evBg4cqO3btysuLk4zZszQoEGDPFE+AAAAAABOHj1EfOPGjWratKnz+cCBAyVJPXr00MyZM5WUlOQM25IUHh6uxYsXa8CAAfrvf/+rkJAQ/ec//9H9999/1WsHAAAAAOB818x9sK8W7oONf8KVrN3DVcQ948b65gYAAPCc6/Y+2AAAAAAAXKsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAPKhKVOmKDw8XP7+/oqMjNTq1asv2f+///2vqlSpooCAAEVERGj27Nkur7/zzjtq3LixihcvruLFi6t58+Zav369S59Vq1apbdu2CgkJkcPh0CeffJJtOwcPHlTPnj0VEhKiggUL6p577tGuXbuueH8BAMgPCNgAAOQz8+bNU0xMjIYNG6aEhAQ1btxY0dHRSkxMzLF/bGyshgwZopEjR2rr1q0aNWqU+vXrp88//9zZZ8WKFeratauWL1+udevWqUKFCmrZsqX279/v7HP69GnVrFlTb731Vo7bMcaoffv2+v333/Xpp58qISFBoaGhat68uU6fPm13EAAAuAY5jDHG00VcTSdOnFBgYKCOHz+uokWLerocXIMcDk9XkL/Y/AZh7HPvxvrmxoUaNGigOnXqKDY21tlWpUoVtW/fXuPGjcvWPyoqSo0aNdKECROcbTExMdq4caPWrFmT4zYyMjJUvHhxvfXWW+revXu21x0OhxYtWqT27ds723bu3KmIiAj9/PPPqlatmnM9ZcqU0auvvqo+ffpc7i4DAOAx7mRIZrABAMhHUlNTtWnTJrVs2dKlvWXLllq7dm2Oy6SkpMjf39+lLSAgQOvXr1daWlqOy5w5c0ZpaWkqUaJErmtLSUmRJJdteXl5ydfX96JBHgCA6wkBGwCAfOTw4cPKyMhQUFCQS3tQUJCSk5NzXKZVq1aaPn26Nm3aJGOMNm7cqLi4OKWlpenw4cM5LjN48GCVK1dOzZs3z3VtlStXVmhoqIYMGaK//vpLqampeuWVV5ScnKykpKTc7yQAAPkUARsAgHzIccE5FcaYbG1Zhg8frujoaN1+++3y8fFRu3bt1LNnT0nnZpgvNH78eH344YdauHBhtpnvS/Hx8dGCBQu0c+dOlShRQgULFtSKFSsUHR2d43byK9sXmNu6davuv/9+hYWFyeFwaPLkydnWMXLkSDkcDpdH2bJls/Xbvn277rvvPgUGBqpIkSK6/fbbL3puPgDAPgI2AAD5SKlSpeTl5ZVttvrQoUPZZrWzBAQEKC4uTmfOnNGePXuUmJiosLAwFSlSRKVKlXLpO3HiRL388statmyZatSo4XZ9kZGR2rx5s44dO6akpCQtWbJER44cUXh4uNvruhblxQXmzpw5o5tvvlmvvPJKjqE5S7Vq1ZSUlOR8bNmyxeX13377TXfccYcqV66sFStW6Mcff9Tw4cPd+iMJAODKeHu6AAAAkHu+vr6KjIxUfHy8OnTo4GyPj49Xu3btLrmsj4+PbrrpJknS3Llz1aZNGxUo8H9/a58wYYLGjh2rpUuXqm7duldUZ2BgoCRp165d2rhxo8aMGXNF67tWTJo0Sb1793ZesG3y5MlaunSpYmNjc7zA3HvvvafHH39cnTt3liTdfPPN+u677/Tqq6+qbdu2kqR69eqpXr16ks4dmn8x3t7elwzgw4YNU+vWrTV+/Hhn28033+z+TgIALhsz2AAA5DMDBw7U9OnTFRcXp+3bt2vAgAFKTExU3759JUlDhgxxufL3zp079f7772vXrl1av369unTpop9//lkvv/yys8/48eP14osvKi4uTmFhYUpOTlZycrJOnTrl7HPq1Clt3rxZmzdvliTt3r1bmzdvdpm9nT9/vlasWOG8VVeLFi3Uvn37bBdly4+u1gXmLmbXrl0KCQlReHi4unTpot9//935WmZmpv73v//p1ltvVatWrVSmTBk1aNAgx3uVAwDyDgEbAIB8pnPnzpo8ebJGjx6tWrVqadWqVVq8eLFCQ0MlSUlJSS6hNyMjQ6+99ppq1qypFi1a6OzZs1q7dq3CwsKcfaZMmaLU1FQ98MADCg4Odj4mTpzo7LNx40bVrl1btWvXlnQu6NeuXVsvvfSSs09SUpK6deumypUrq3///urWrZs+/PDDPB6Rq+NqXWAuJw0aNNDs2bO1dOlSvfPOO0pOTlZUVJSOHDki6dwpAqdOndIrr7yie+65R8uWLVOHDh3UsWNHrVy58vJ3GgDgFu6DDVyAezG7h/tge8aN9c0NXBsOHDigcuXKae3atWrYsKGz/d///rfee+89/fLLL9mW+fvvv9WvXz+99957MsYoKChIjzzyiMaPH6+DBw+qTJkyLv3DwsIUExOjmJiYS9Zy+vRpVaxYUc8//7wGDhzorK1r16764IMPnP3uu+8+FSpU6Lr5IwcAeAL3wQYAALAsry8w545ChQrptttu065du5y1eXt7q2rVqi79qlSpwlXEAeAq4iJnAAB4gGMUh2y4w4zw/GEbeXmBOXelpKRo+/btaty4sbO2evXqaceOHS79du7c6Tx1AACQ9wjYAAAAuTRw4EB169ZNdevWVcOGDTVt2rRsF5jbv3+/817XO3fu1Pr169WgQQP99ddfmjRpkn7++WfNmjXLuc7U1FRt27bN+f/79+/X5s2bVbhwYd1yyy2SpEGDBqlt27aqUKGCDh06pLFjx+rEiRPq0aOHcz3PPfecOnfurDvvvFNNmzbVkiVL9Pnnn2vFihVXaXQAABwiDgC4IlOmTFF4eLj8/f0VGRmp1atXX7L/f//7X1WpUkUBAQGKiIhwBpHzLViwQFWrVpWfn5+qVq2qRYsWubweGxurGjVqqGjRoipatKgaNmyoL7/80qXPwoUL1apVK5UqVUoOh8N55WvgSuTFBeYOHDjgvHhcUlKSJk6cqNq1aztvBSZJf/zxh7p27aqIiAh17NhRvr6++u6771xmpzt06KCpU6dq/Pjxuu222zR9+nQtWLBAd9xxR94PDABAEhc583Q5uAZxoS33cJEzz7hWvrnnzZunbt26acqUKWrUqJHefvttTZ8+Xdu2bVOFChWy9Y+NjdULL7ygd955R/Xq1dP69ev12GOP6YMPPnDeE3jdunVq3LixxowZow4dOmjRokV66aWXtGbNGjVo0ECS9Pnnn8vLy8s5uzdr1ixNmDBBCQkJqlatmqRz9x/evXu3QkJC9NhjjykhIUG1atW6OgOTCxwi7p5r4RBxAMCNyZ0MScAGLkDIcw8B2zOulW/uBg0aqE6dOoqNjXW2ValSRe3bt9e4ceOy9Y+KilKjRo00YcIEZ1tMTIw2btyoNWvWSDo3Q3jixAmXGel77rlHxYsXv+SVkEuUKKEJEyaod+/eLu179uxReHg4ATufI2ADADzFnQzJOdgAgMuSmpqqTZs2afDgwS7tLVu21Nq1a3NcJiUlRf7+/i5tAQEBWr9+vdLS0uTj46N169ZpwIABLn1atWqlyZMn57jOjIwMzZ8/X6dPn3a5dRKQE/6w4R7+sAEA7uEcbADAZTl8+LAyMjKy3Z4oKCgo222MsrRq1UrTp0/Xpk2bZIzRxo0bFRcXp7S0NB0+fFiSlJycnKt1btmyRYULF5afn5/69u2rRYsWZbtFEQAAwNVEwAYAXBHHBcf2G2OytWUZPny4oqOjdfvtt8vHx0ft2rVTz549JUleXl5urTMiIkKbN2/Wd999pyeeeEI9evRwXokZAADAEwjYAIDLUqpUKXl5eWWbWT506FC2GegsAQEBiouL05kzZ7Rnzx4lJiYqLCxMRYoUUalSpSRJZcuWzdU6fX19dcstt6hu3boaN26catasqTfeeMPiHgIAALiHgA0AuCy+vr6KjIxUfHy8S3t8fLyioqIuuayPj49uuukmeXl5ae7cuWrTpo0KFDj3T1LDhg2zrXPZsmX/uE5jjFJSUi5jTwAAAOzgImcAgMs2cOBAdevWTXXr1lXDhg01bdo0JSYmqm/fvpKkIUOGaP/+/c57Xe/cuVPr169XgwYN9Ndff2nSpEn6+eefNWvWLOc6n3nmGd1555169dVX1a5dO3366af66quvnFcZl6ShQ4cqOjpa5cuX18mTJzV37lytWLFCS5YscfY5evSoEhMTdeDAAUnSjh07JJ2bIS9btmyejw0AALjxELABAJetc+fOOnLkiEaPHq2kpCRVr15dixcvVmhoqCQpKSlJiYmJzv4ZGRl67bXXtGPHDvn4+Khp06Zau3atwsLCnH2ioqI0d+5cvfjiixo+fLgqVqyoefPmOe+BLUkHDx5Ut27dlJSUpMDAQNWoUUNLlixRixYtnH0+++wz9erVy/m8S5cukqQRI0Zo5MiReTQiAADgRsZ9sIELcC9m93AfbM+4sb65r0/cLso9tm4Xxbi7h9t0AYB7GZJzsAEAAAAAsIBDxAHgBseMXu4xmwcAAC6FGWwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAvZ1bMqUKQoPD5e/v78iIyO1evXqS/afM2eOatasqYIFCyo4OFi9evXSkSNHcuw7d+5cORwOtW/fPttr+/fv1yOPPKKSJUuqYMGCqlWrljZt2iRJSktL0wsvvKDbbrtNhQoVUkhIiLp3764DBw5c8f4CAAAAgCcRsK9T8+bNU0xMjIYNG6aEhAQ1btxY0dHRSkxMzLH/mjVr1L17d/Xu3Vtbt27V/PnztWHDBvXp0ydb371792rQoEFq3Lhxttf++usvNWrUSD4+Pvryyy+1bds2vfbaaypWrJgk6cyZM/rhhx80fPhw/fDDD1q4cKF27typ++67z+r+AwAAAMDV5u3pApA3Jk2apN69ezsD8uTJk7V06VLFxsZq3Lhx2fp/9913CgsLU//+/SVJ4eHhevzxxzV+/HiXfhkZGXr44Yc1atQorV69WseOHXN5/dVXX1X58uX17rvvOtvCwsKc/x8YGKj4+HiXZd58803Vr19fiYmJqlChwpXsNgAAAAB4DDPY16HU1FRt2rRJLVu2dGlv2bKl1q5dm+MyUVFR+uOPP7R48WIZY3Tw4EF9/PHHuvfee136jR49WqVLl1bv3r1zXM9nn32munXr6sEHH1SZMmVUu3ZtvfPOO5es9/jx43I4HM5ZbgAAAADIjwjY16HDhw8rIyNDQUFBLu1BQUFKTk7OcZmoqCjNmTNHnTt3lq+vr8qWLatixYrpzTffdPb59ttvNWPGjEsG5t9//12xsbGqVKmSli5dqr59+6p///6aPXt2jv3Pnj2rwYMH66GHHlLRokUvY28BAAAA4NpAwL6OORwOl+fGmGxtWbZt26b+/fvrpZde0qZNm7RkyRLt3r1bffv2lSSdPHlSjzzyiN555x2VKlXqotvMzMxUnTp19PLLL6t27dp6/PHH9dhjjyk2NjZb37S0NHXp0kWZmZmaMmXKFewpAAAAAHge52Bfh0qVKiUvL69ss9WHDh3KNqudZdy4cWrUqJGee+45SVKNGjVUqFAhNW7cWGPHjtXBgwe1Z88etW3b1rlMZmamJMnb21s7duxQxYoVFRwcrKpVq7qsu0qVKlqwYIFLW1pamjp16qTdu3frm2++YfYaAAAAQL7HDPZ1yNfXV5GRkdkuJhYfH6+oqKgclzlz5owKFHB9O3h5eUk6N/NduXJlbdmyRZs3b3Y+7rvvPjVt2lSbN29W+fLlJUmNGjXSjh07XNazc+dOhYaGOp9nhetdu3bpq6++UsmSJa94nwEAAADA05jBvk4NHDhQ3bp1U926ddWwYUNNmzZNiYmJzkO+hwwZov379zvPjW7btq3zUO5WrVopKSlJMTExql+/vkJCQiRJ1atXd9lG1kXJzm8fMGCAoqKi9PLLL6tTp05av369pk2bpmnTpkmS0tPT9cADD+iHH37QF198oYyMDOdMe4kSJeTr65un4wIAAAAAeYWAfZ3q3Lmzjhw5otGjRyspKUnVq1fX4sWLnTPJSUlJLvfE7tmzp06ePKm33npLzz77rIoVK6a7775br776qlvbrVevnhYtWqQhQ4Zo9OjRCg8P1+TJk/Xwww9Lkv744w999tlnkqRatWq5LLt8+XLdddddl7/TAAAAAOBBDmOM8XQRV9OJEycUGBio48ePc94vcnSR68DhImx+gzD2uWd13Ecx8LllRtgbeMbdPbbGnnF3j833PADkV+5kSM7BBgAAAADAAg4Rv4Yxm5d7N9ZxGAAAAACuRcxgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFng8YE+ZMkXh4eHy9/dXZGSkVq9efcn+c+bMUc2aNVWwYEEFBwerV69eOnLkyFWqFgAAAACAnHk0YM+bN08xMTEaNmyYEhIS1LhxY0VHRysxMTHH/mvWrFH37t3Vu3dvbd26VfPnz9eGDRvUp0+fq1w5AAAAAACuPBqwJ02apN69e6tPnz6qUqWKJk+erPLlyys2NjbH/t99953CwsLUv39/hYeH64477tDjjz+ujRs3XnQbKSkpOnHihMsDAAAAAADbPBawU1NTtWnTJrVs2dKlvWXLllq7dm2Oy0RFRemPP/7Q4sWLZYzRwYMH9fHHH+vee++96HbGjRunwMBA56N8+fJW9wMAAAAAAMmDAfvw4cPKyMhQUFCQS3tQUJCSk5NzXCYqKkpz5sxR586d5evrq7Jly6pYsWJ68803L7qdIUOG6Pjx487Hvn37rO4HAAAAAADSNXCRM4fD4fLcGJOtLcu2bdvUv39/vfTSS9q0aZOWLFmi3bt3q2/fvhddv5+fn4oWLeryAAAAAADANm9PbbhUqVLy8vLKNlt96NChbLPaWcaNG6dGjRrpueeekyTVqFFDhQoVUuPGjTV27FgFBwfned0AAAAAAOTEYzPYvr6+ioyMVHx8vEt7fHy8oqKiclzmzJkzKlDAtWQvLy9J52a+AQAAAADwFI8eIj5w4EBNnz5dcXFx2r59uwYMGKDExETnId9DhgxR9+7dnf3btm2rhQsXKjY2Vr///ru+/fZb9e/fX/Xr11dISIindgMAAAAAAM8dIi5JnTt31pEjRzR69GglJSWpevXqWrx4sUJDQyVJSUlJLvfE7tmzp06ePKm33npLzz77rIoVK6a7775br776qqd2AQAAAAAASZLD3GDHVp84cUKBgYE6fvz4NX/Bs4tc6w05sPkuZtzdw9h7htVxH8XA55YZYW/gGXf32Bp7xt09Nt/zAJBfuZMhPX4VcQAAAAAArgcEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABZ4PGBPmTJF4eHh8vf3V2RkpFavXn3J/ikpKRo2bJhCQ0Pl5+enihUrKi4u7ipVCwAAAABAzrw9ufF58+YpJiZGU6ZMUaNGjfT2228rOjpa27ZtU4UKFXJcplOnTjp48KBmzJihW265RYcOHVJ6evpVrhwAAAAAAFceDdiTJk1S79691adPH0nS5MmTtXTpUsXGxmrcuHHZ+i9ZskQrV67U77//rhIlSkiSwsLCrmbJAAAAAADkyGOHiKempmrTpk1q2bKlS3vLli21du3aHJf57LPPVLduXY0fP17lypXTrbfeqkGDBunvv/++6HZSUlJ04sQJlwcAAAAAALZ5bAb78OHDysjIUFBQkEt7UFCQkpOTc1zm999/15o1a+Tv769Fixbp8OHDevLJJ3X06NGLnoc9btw4jRo1ynr9AAAAAACcz+MXOXM4HC7PjTHZ2rJkZmbK4XBozpw5ql+/vlq3bq1JkyZp5syZF53FHjJkiI4fP+587Nu3z/o+AAAAAADgsRnsUqVKycvLK9ts9aFDh7LNamcJDg5WuXLlFBgY6GyrUqWKjDH6448/VKlSpWzL+Pn5yc/Pz27xAAAAAABcwGMz2L6+voqMjFR8fLxLe3x8vKKionJcplGjRjpw4IBOnTrlbNu5c6cKFCigm266KU/rBQAAAADgUjx6iPjAgQM1ffp0xcXFafv27RowYIASExPVt29fSecO7+7evbuz/0MPPaSSJUuqV69e2rZtm1atWqXnnntOjz76qAICAjy1GwAAAAAAePY2XZ07d9aRI0c0evRoJSUlqXr16lq8eLFCQ0MlSUlJSUpMTHT2L1y4sOLj4/X000+rbt26KlmypDp16qSxY8d6ahcAAAAAAJAkOYwxxtNFXE0nTpxQYGCgjh8/rqJFi3q6nEu6yLXekAOb72LG3T2MvWdYHfdRDHxumRH2Bp5xd4+tsWfc3WPzPQ8A+ZU7GdLjVxEHAAAAAOB6QMAGAAAAAMACtwN2z549tWrVqryoBQAAAACAfMvtgH3y5Em1bNlSlSpV0ssvv6z9+/fnRV0AAAAAAOQrbgfsBQsWaP/+/Xrqqac0f/58hYWFKTo6Wh9//LHS0tLyokYAAAAAAK55l3UOdsmSJfXMM88oISFB69ev1y233KJu3bopJCREAwYM0K5du2zXCQAAAADANe2KLnKWlJSkZcuWadmyZfLy8lLr1q21detWVa1aVa+//rqtGgEAAAAAuOa5HbDT0tK0YMECtWnTRqGhoZo/f74GDBigpKQkzZo1S8uWLdN7772n0aNH50W9AAAAAABck7zdXSA4OFiZmZnq2rWr1q9fr1q1amXr06pVKxUrVsxCeQAAAAAA5A9uB+zXX39dDz74oPz9/S/ap3jx4tq9e/cVFQYAAAAAQH7i9iHi9913n86cOZOt/ejRozpx4oSVogAAAAAAyG/cDthdunTR3Llzs7V/9NFH6tKli5WiAAAAAADIb9wO2N9//72aNm2arf2uu+7S999/b6UoAAAAAADyG7cDdkpKitLT07O1p6Wl6e+//7ZSFAAAAAAA+Y3bAbtevXqaNm1atvapU6cqMjLSSlEAAAAAAOQ3bl9F/N///reaN2+uH3/8Uc2aNZMkff3119qwYYOWLVtmvUAAAAAAAPIDt2ewGzVqpHXr1ql8+fL66KOP9Pnnn+uWW27RTz/9pMaNG+dFjQAAAAAAXPPcnsGWpFq1amnOnDm2awEAAAAAIN+6rICd5e+//1ZaWppLW9GiRa+oIAAAAAAA8iO3DxE/c+aMnnrqKZUpU0aFCxdW8eLFXR4AAAAAANyI3A7Yzz33nL755htNmTJFfn5+mj59ukaNGqWQkBDNnj07L2oEAAAAAOCa5/Yh4p9//rlmz56tu+66S48++qgaN26sW265RaGhoZozZ44efvjhvKgTAAAAAIBrmtsz2EePHlV4eLikc+dbHz16VJJ0xx13aNWqVXarAwAAAAAgn3A7YN98883as2ePJKlq1ar66KOPJJ2b2S5WrJjN2gAAAAAAyDfcDti9evXSjz/+KEkaMmSI81zsAQMG6LnnnrNeIAAAAAAA+YHb52APGDDA+f9NmzbVL7/8oo0bN6pixYqqWbOm1eIAAAAAAMgv3JrBTktLU9OmTbVz505nW4UKFdSxY0fCNQAAAADghuZWwPbx8dHPP/8sh8ORV/UAAAAAAJAvuX0Odvfu3TVjxoy8qAUAAAAAgHzL7XOwU1NTNX36dMXHx6tu3boqVKiQy+uTJk2yVhwAAAAAAPmF2wH7559/Vp06dSTJ5VxsSRw6DgAAAAC4YbkdsJcvX54XdQAAAAAAkK+5fQ42AAAAAADIzu0Z7KZNm17yUPBvvvnmigoCAAAAACA/cjtg16pVy+V5WlqaNm/erJ9//lk9evSwVRcAAAAAAPmK2wH79ddfz7F95MiROnXq1BUXBAAAAABAfmTtHOxHHnlEcXFxtlYHAAAAwMOmTJmi8PBw+fv7KzIyUqtXr75o3xUrVsjhcGR7/PLLL84+77zzjho3bqzixYurePHiat68udavX++ynpEjR2ZbR9myZV36GGM0cuRIhYSEKCAgQHfddZe2bt1qd+eBy2AtYK9bt07+/v62VgcAAADAg+bNm6eYmBgNGzZMCQkJaty4saKjo5WYmHjJ5Xbs2KGkpCTno1KlSs7XVqxYoa5du2r58uVat26dKlSooJYtW2r//v0u66hWrZrLOrZs2eLy+vjx4zVp0iS99dZb2rBhg8qWLasWLVro5MmT9gYAuAxuHyLesWNHl+fGGCUlJWnjxo0aPny4tcIAAAAAeM6kSZPUu3dv9enTR5I0efJkLV26VLGxsRo3btxFlytTpoyKFSuW42tz5sxxef7OO+/o448/1tdff63u3bs72729vbPNWmcxxmjy5MkaNmyYM5vMmjVLQUFB+uCDD/T444+7s5uAVW7PYAcGBro8SpQoobvuukuLFy/WiBEj8qJGAAAAAFdRamqqNm3apJYtW7q0t2zZUmvXrr3ksrVr11ZwcLCaNWum5cuXX7LvmTNnlJaWphIlSri079q1SyEhIQoPD1eXLl30+++/O1/bvXu3kpOTXWrz8/NTkyZN/rE2IK+5PYP97rvv5kUdAAAAAK4Rhw8fVkZGhoKCglzag4KClJycnOMywcHBmjZtmiIjI5WSkqL33ntPzZo104oVK3TnnXfmuMzgwYNVrlw5NW/e3NnWoEEDzZ49W7feeqsOHjyosWPHKioqSlu3blXJkiWd28+ptr17917JbgNXzO2AvWHDBmVmZqpBgwYu7d9//728vLxUt25da8UBAAAA8ByHw+Hy3BiTrS1LRESEIiIinM8bNmyoffv2aeLEiTkG7PHjx+vDDz/UihUrXK7lFB0d7fz/2267TQ0bNlTFihU1a9YsDRw48LJqA64Wtw8R79evn/bt25etff/+/erXr5+VogAAAAB4TqlSpeTl5ZVttvrQoUPZZo4v5fbbb9euXbuytU+cOFEvv/yyli1bpho1alxyHYUKFdJtt93mXE/WudlXWhuQF9wO2Nu2bVOdOnWytdeuXVvbtm2zUhQAAAAAz/H19VVkZKTi4+Nd2uPj4xUVFZXr9SQkJCg4ONilbcKECRozZoyWLFmSq6NfU1JStH37dud6wsPDVbZsWZfaUlNTtXLlSrdqA/KC24eI+/n56eDBg7r55ptd2pOSkuTt7fbqAAAAAFyDBg4cqG7duqlu3bpq2LChpk2bpsTERPXt21eSNGTIEO3fv1+zZ8+WdO4q42FhYapWrZpSU1P1/vvva8GCBVqwYIFznePHj9fw4cP1wQcfKCwszDkLXbhwYRUuXFiSNGjQILVt21YVKlTQoUOHNHbsWJ04cUI9evSQdO7Q8JiYGL388suqVKmSKlWqpJdfflkFCxbUQw89dDWHCMjG7RnsFi1aaMiQITp+/Liz7dixYxo6dKhatGhhtTgAAABAkqZMmaLw8HD5+/srMjJSq1evvmjfFStWyOFwZHv88ssvzj5bt27V/fffr7CwMDkcDk2ePDnbesaNG6d69eqpSJEiKlOmjNq3b68dO3a49OnZs2e27dx+++3W9tuTOnfurMmTJ2v06NGqVauWVq1apcWLFys0NFTSuQm28++JnZqaqkGDBqlGjRpq3Lix1qxZo//9738ut/mdMmWKUlNT9cADDyg4ONj5mDhxorPPH3/8oa5duyoiIkIdO3aUr6+vvvvuO+d2Jen5559XTEyMnnzySdWtW1f79+/XsmXLVKRIkaswMsDFOYwxxp0F9u/frzvvvFNHjhxR7dq1JUmbN29WUFCQ4uPjVb58+Twp1JYTJ04oMDBQx48fV9GiRT1dziVxjYbcc+9dfGmMu3sYe8+wOu6jGPjcMiPsDTzj7h5bY8+4u8fme/5KzJs3T926ddOUKVPUqFEjvf3225o+fbq2bdumChUqZOu/YsUKNW3aVDt27HD5fa906dLy8vKSdO7CvR999JEiIyM1YMAAvfDCC4qJiXFZzz333KMuXbqoXr16Sk9P17Bhw7RlyxZt27ZNhQoVknQuYB88eNDlTju+vr7ZbjsFIP9yJ0O6fUx3uXLl9NNPP2nOnDn68ccfFRAQoF69eqlr167y8fG57KIBAACAnEyaNEm9e/dWnz59JJ07FHnp0qWKjY3VuHHjLrpcmTJlVKxYsRxfq1evnurVqyfp3K2icrJkyRKX5++++67KlCmjTZs2uVwV28/Pz3nhLQA3tss6abpQoUL617/+ZbsWAAAAwEVqaqo2bdqULQS3bNlSa9euveSytWvX1tmzZ1W1alW9+OKLatq06RXVknWK5IWz0ytWrHCG+SZNmujf//63ypQpc0XbsobDw9xj8xAx3JDcPgd73LhxiouLy9YeFxenV1991UpRAAAAgCQdPnxYGRkZ2W6/FBQUlO02TVmCg4M1bdo0LViwQAsXLlRERISaNWumVatWXXYdxhgNHDhQd9xxh6pXr+5sj46O1pw5c/TNN9/otdde04YNG3T33XcrJSXlsrcFIP9yewb77bff1gcffJCtvVq1aurSpYteeOEFK4UBAAAAWRwXzMQaY7K1ZYmIiFBERITzecOGDbVv3z5NnDjR5dBudzz11FP66aeftGbNGpf2zp07O/+/evXqqlu3rkJDQ7Nd3AvAjcHtGezk5ORs97KTzl00IikpyUpRAAAAgCSVKlVKXl5e2WarDx06lG1W+1Juv/127dq167JqePrpp/XZZ59p+fLluummmy7ZNzg4WKGhoZe9LQD5m9sBu3z58vr222+ztX/77bcKCQmxUhQAAAAgnbsid2RkpOLj413a4+PjFRUVlev1JCQk5DhJdCnGGD311FNauHChvvnmG4WHh//jMkeOHNG+ffvc3hZwIdu3ppOkBQsWqGrVqvLz81PVqlW1aNEil9djY2NVo0YNFS1aVEWLFlXDhg315ZdfuvRZuHChWrVqpVKlSsnhcGjz5s3W9vl64PYh4n369FFMTIzS0tJ09913S5K+/vprPf/883r22WetFwgAAIAb28CBA9WtWzfVrVtXDRs21LRp05SYmKi+fftKkoYMGaL9+/dr9uzZks5dZTwsLEzVqlVTamqq3n//fS1YsEALFixwrjM1NVXbtm1z/v/+/fu1efNmFS5cWLfccoskqV+/fvrggw/06aefqkiRIs5Z9MDAQAUEBOjUqVMaOXKk7r//fgUHB2vPnj0aOnSoSpUqpQ4dOlzNIcJ1Zt68eYqJiXG5NV10dPRFb02XJadb02VZt26dOnfurDFjxqhDhw5atGiROnXqpDVr1qhBgwaSpJtuukmvvPKK8zMwa9YstWvXTgkJCapWrZok6fTp02rUqJEefPBBPfbYY3mx+/ma2/fBNsZo8ODB+s9//qPU1FRJkr+/v1544QUNHz78oufCXCu4D/b1iXsxew5j7xncB9szuA+253AfbM+4Vu6DLZ2bzRs/frySkpJUvXp1vf76687zqXv27Kk9e/ZoxYoVkqTx48dr2rRp2r9/vwICAlStWjUNGTJErVu3dq5vz549Oc5IN2nSxLmei/1e++6776pnz576+++/1b59eyUkJOjYsWMKDg5W06ZNNWbMGJUvX97uAFwu/nF1zzVyFfEGDRqoTp06io2NdbZVqVJF7du3z/HWdFn3fv/rr78uemu6zp0768SJEy4z0vfcc4+KFy+uDz/88KK1lChRQhMmTFDv3r1d2rM+QwkJCapVq5Z7O5jP5Ol9sB0Oh1599VUNHz5c27dvV0BAgCpVqiQ/Pz+lp6fL2/uy7vwFAAAAXNSTTz6pJ598MsfXZs6c6fL8+eef1/PPP3/J9YWFhemf5pn+6fWAgAAtXbr0kn0Ad+XVrenWrVunAQMGuPRv1aqVJk+enOO6MjIyNH/+fJ0+fVoNGza8vJ25Abl9DnaWwoULq169eqpevbp+++03PfvssypXrpzN2gAAAADghpJXt6ZLTk7O1Tq3bNmiwoULy8/PT3379tWiRYtUtWpVS3t3/bvs6eZTp05p7ty5mjFjhjZs2KDbb789219ZAAAAAEkcquyOa+QwZXhWXtyaLjfrjIiI0ObNm3Xs2DEtWLBAPXr00MqVKwnZueR2wF6zZo2mT5+uBQsWKDw8XNu2bdPKlSvVqFGjvKgPAAAAAG4YNm9N9/777zufly1bNlfr9PX1dV7krG7dutqwYYPeeOMNvf322+7uyg0p14eIjx8/XpUrV1aXLl1UunRprVmzRj/99JMcDoeKFy+elzUCAAAAwA0hr25N17Bhw2zrXLZs2T+u0xijlJSUXG/3RpfrGeyhQ4fqhRde0OjRo+Xl5ZWXNQEAAADADSsvbk33zDPP6M4779Srr76qdu3a6dNPP9VXX32lNWvWOPsMHTpU0dHRKl++vE6ePKm5c+dqxYoVWrJkibPP0aNHlZiYqAMHDkg6d2sw6dwMedmyZfN8bK51uQ7Yo0eP1syZM/Xee++pa9eu6tatm6pXr56XtQEAAADADadz5846cuSIRo8e7bw13eLFixUaGipJSkpKUmJiorN/amqqBg0a5HJruv/9738ut6aLiorS3Llz9eKLL2r48OGqWLGi5s2b57wHtiQdPHhQ3bp1U1JSkgIDA1WjRg0tWbJELVq0cPb57LPP1KtXL+fzLl26SJJGjBihkSNH5tWQ5Btu3wd75cqViouL04IFC1SxYkVt3bo1X52DzX2wr0/ci9lzGHvP4D7YnsF9sD2H+2B7htX7YPMln3v84+o5XGAOOXAnQ7p9m64mTZpo1qxZSkpK0hNPPKHIyEg1adJEUVFRmjRp0mUXDQAAAABAfnbZ98EuUqSI+vbtq++//14JCQmqX7++XnnlFZu1AQAAAED+43DwcOdxHbnsgH2+2267TZMnT9b+/fttrA4AAAAAgHzHSsDO4uPjY3N1AAAAAADkG1YDNgAAAAAANyoCNgAAAAAAFhCwAQAAAACwwO2A7eXlpUOHDmVrP3LkiLy8vKwUBQAAAABAfuN2wDYXufl6SkqKfH19r7ggAAAAAADyI+/cdvzPf/4jSXI4HJo+fboKFy7sfC0jI0OrVq1S5cqV7VcIAAAAAEA+kOuA/frrr0s6N4M9depUl8PBfX19FRYWpqlTp9qvEAAAAACAfCDXAXv37t2SpKZNm2rhwoUqXrx4nhUFAAAAAEB+4/Y52MuXL3cJ1xkZGdq8ebP++usvq4UBAAAAAJCfuB2wY2JiNGPGDEnnwvWdd96pOnXqqHz58lqxYoXt+gAAAAAAyBfcDtjz589XzZo1JUmff/659uzZo19++UUxMTEaNmyY9QIBAAAAAMgP3A7YR44cUdmyZSVJixcv1oMPPqhbb71VvXv31pYtW6wXCAAAAABAfuB2wA4KCtK2bduUkZGhJUuWqHnz5pKkM2fOuFxZHAAAAACAG0muryKepVevXurUqZOCg4PlcDjUokULSdL333/PfbABAAAAADcstwP2yJEjVb16de3bt08PPvig/Pz8JEleXl4aPHiw9QIBAAAAAMgP3A7YkvTAAw9Iks6ePets69Gjh52KAAAAAADIh9w+BzsjI0NjxoxRuXLlVLhwYf3++++SpOHDhztv3wUAAAAAwI3G7YD973//WzNnztT48ePl6+vrbL/ttts0ffp0q8UBAAAAAJBfuB2wZ8+erWnTpunhhx92uWp4jRo19Msvv1gtDgAAAACA/MLtgL1//37dcsst2dozMzOVlpZmpSgAAAAAAPIbtwN2tWrVtHr16mzt8+fPV+3ata0UBQAAAABAfpPrq4g/+uijeuONNzRixAh169ZN+/fvV2ZmphYuXKgdO3Zo9uzZ+uKLL/KyVgAAAAAArlm5nsGeNWuW/v77b7Vt21bz5s3T4sWL5XA49NJLL2n79u36/PPP1aJFi7ysFQAAAACAa1auZ7CNMc7/b9WqlVq1apUnBQEAAAAAkB+5dQ62w+HIqzoAAAAAAMjXcj2DLUm33nrrP4bso0ePXlFBAAAAAADkR24F7FGjRikwMDCvagEAAAAAIN9yK2B36dJFZcqUyataAAAAAADIt3J9DjbnXwMAAAAAcHG5DtjnX0UcAAAAAAC4yvUh4pmZmXlZBwAAAAAA+Zpbt+kCAAAAAAA5I2ADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFng8YE+ZMkXh4eHy9/dXZGSkVq9enavlvv32W3l7e6tWrVp5WyAAAAAAALng0YA9b948xcTEaNiwYUpISFDjxo0VHR2txMTESy53/Phxde/eXc2aNbtKlQIAAAAAcGkeDdiTJk1S79691adPH1WpUkWTJ09W+fLlFRsbe8nlHn/8cT300ENq2LDhP24jJSVFJ06ccHkAAAAAAGCbxwJ2amqqNm3apJYtW7q0t2zZUmvXrr3ocu+++65+++03jRgxIlfbGTdunAIDA52P8uXLX1HdAAAAAADkxGMB+/Dhw8rIyFBQUJBLe1BQkJKTk3NcZteuXRo8eLDmzJkjb2/vXG1nyJAhOn78uPOxb9++K64dAAAAAIAL5S6l5iGHw+Hy3BiTrU2SMjIy9NBDD2nUqFG69dZbc71+Pz8/+fn5XXGdAAAAAABciscCdqlSpeTl5ZVttvrQoUPZZrUl6eTJk9q4caMSEhL01FNPSZIyMzNljJG3t7eWLVumu++++6rUDgAAAADAhTx2iLivr68iIyMVHx/v0h4fH6+oqKhs/YsWLaotW7Zo8+bNzkffvn0VERGhzZs3q0GDBlerdAAAAAAAsvHoIeIDBw5Ut27dVLduXTVs2FDTpk1TYmKi+vbtK+nc+dP79+/X7NmzVaBAAVWvXt1l+TJlysjf3z9bOwAAAAAAV5tHA3bnzp115MgRjR49WklJSapevboWL16s0NBQSVJSUtI/3hMbAAAAAIBrgcMYYzxdxNV04sQJBQYG6vjx4ypatKiny7mkHK71houw+S5m3N3D2HuG1XEfxcDnlhlhb+AZd/fYGnvG3T023/N8ybuBf1w9x9bYM+7uucYjqTsZ0mPnYAMAAAAAcD0hYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALDA4wF7ypQpCg8Pl7+/vyIjI7V69eqL9l24cKFatGih0qVLq2jRomrYsKGWLl16FasFAAAAACBnHg3Y8+bNU0xMjIYNG6aEhAQ1btxY0dHRSkxMzLH/qlWr1KJFCy1evFibNm1S06ZN1bZtWyUkJFzlygEAAAAAcOUwxhhPbbxBgwaqU6eOYmNjnW1VqlRR+/btNW7cuFyto1q1aurcubNeeumlXPU/ceKEAgMDdfz4cRUtWvSy6r5aHA5PV5B/2HwXM+7uYew9w+q4j2Lgc8uMsDfwjLt7bI094+4em+95vuTdwD+unmNr7Bl393gukuaKOxnSYzPYqamp2rRpk1q2bOnS3rJlS61duzZX68jMzNTJkydVokSJi/ZJSUnRiRMnXB4AAAAAANjmsYB9+PBhZWRkKCgoyKU9KChIycnJuVrHa6+9ptOnT6tTp04X7TNu3DgFBgY6H+XLl7+iugEAAAAAyInHL3LmuODwCWNMtracfPjhhxo5cqTmzZunMmXKXLTfkCFDdPz4cedj3759V1wzAAAAAAAX8vbUhkuVKiUvL69ss9WHDh3KNqt9oXnz5ql3796aP3++mjdvfsm+fn5+8vPzu+J6AQAAAAC4FI/NYPv6+ioyMlLx8fEu7fHx8YqKirroch9++KF69uypDz74QPfee29elwkAAAAAQK54bAZbkgYOHKhu3bqpbt26atiwoaZNm6bExET17dtX0rnDu/fv36/Zs2dLOheuu3fvrjfeeEO33367c/Y7ICBAgYGBHtsPAAAAAAA8GrA7d+6sI0eOaPTo0UpKSlL16tW1ePFihYaGSpKSkpJc7on99ttvKz09Xf369VO/fv2c7T169NDMmTOvdvkAAAAAADh5NGBL0pNPPqknn3wyx9cuDM0rVqzI+4IAAAAAALgMHr+KOAAAAAAA1wMCNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWEDABgAAAADAAgI2AAAAAAAWELABAAAAALCAgA0AAAAAgAUEbAAAAAAALCBgAwAAAABgAQEbAAAAAAALCNgAAAAAAFhAwAYAAAAAwAICNgAAAAAAFhCwAQAAAACwgIANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBGwAAAAAACwjYAAAAAABYQMAGAAAAAMACAjYAAAAAABYQsAEAAAAAsICADQAAAACABQRsAAAAAAAsIGADAAAAAGABARsAAAAAAAsI2AAAAAAAWODxgD1lyhSFh4fL399fkZGRWr169SX7r1y5UpGRkfL399fNN9+sqVOnXqVKAQAAAAC4OI8G7Hnz5ikmJkbDhg1TQkKCGjdurOjoaCUmJubYf/fu3WrdurUaN26shIQEDR06VP3799eCBQuucuUAAAAAALjy9uTGJ02apN69e6tPnz6SpMmTJ2vp0qWKjY3VuHHjsvWfOnWqKlSooMmTJ0uSqlSpoo0bN2rixIm6//77c9xGSkqKUlJSnM+PHz8uSTpx4oTlvYEn8eP0HMbeM6yO+1mL67rOWf23g3F3i7WxZ9zdwu9LHsK4ew5j7xnX+LhnfRcaY/65s/GQlJQU4+XlZRYuXOjS3r9/f3PnnXfmuEzjxo1N//79XdoWLlxovL29TWpqao7LjBgxwkjiwYMHDx48ePDgwYMHDx48Lvuxb9++f8y5HpvBPnz4sDIyMhQUFOTSHhQUpOTk5ByXSU5OzrF/enq6Dh8+rODg4GzLDBkyRAMHDnQ+z8zM1NGjR1WyZEk5HA4Le3JjOXHihMqXL699+/apaNGini7nhsG4ewbj7jmMvWcw7p7BuHsOY+8ZjLtnMO6XzxijkydPKiQk5B/7evQQcUnZQq4x5pLBN6f+ObVn8fPzk5+fn0tbsWLFLqNSnK9o0aJ8MD2AcfcMxt1zGHvPYNw9g3H3HMbeMxh3z2DcL09gYGCu+nnsImelSpWSl5dXttnqQ4cOZZulzlK2bNkc+3t7e6tkyZJ5VisAAAAAAP/EYwHb19dXkZGRio+Pd2mPj49XVFRUjss0bNgwW/9ly5apbt268vHxybNaAQAAAAD4Jx69TdfAgQM1ffp0xcXFafv27RowYIASExPVt29fSefOn+7evbuzf9++fbV3714NHDhQ27dvV1xcnGbMmKFBgwZ5ahduOH5+fhoxYkS2w+6Rtxh3z2DcPYex9wzG3TMYd89h7D2DcfcMxv3qcBiTm2uN550pU6Zo/PjxSkpKUvXq1fX666/rzjvvlCT17NlTe/bs0YoVK5z9V65cqQEDBmjr1q0KCQnRCy+84AzkAAAAAAB4iscDNgAAAAAA1wOPHiIOAAAAAMD1goANAAAAAIAFBGwAAAAAACwgYAMAAAAAYAEBG8ANJzMz09MlALhBcC1Z3Ch4r3sOY39tIWDf4C78QPIBvXrOD3mpqakerOTGcvz4cRUocO6r74MPPtCJEyc8XNGNhe8Y3CjS0tJkjJHD4dC2bds8XQ6QpzIzM+VwOCRJ27dv1+HDhz1c0Y3j/LHn98lrAwH7Bnb+B/LQoUNKT093PkfeyszMdIa86dOn6/3339f+/fs9XNX176uvvlKtWrX0119/acCAAXruued0/PhxT5d1Q8gK1mlpaR6u5MaTNfabNm3SZ599pr///tvDFV3/du3apccee0ypqamaP3++atSooR9//NHTZd0QOELp6jPGOH+nefHFF9WvXz+tXLmS75qrYOnSpdq7d68kafDgwXr22Wf5Q/Y1wNvTBcBzsr4MR44cqSVLliglJUUDBgxQy5YtVbZsWQ9Xd33LGvvnnntOs2fP1iuvvOJsQ96pV6+eSpcurapVq+r06dNau3atypcv75xlQt7IGt+lS5dq1qxZKlWqlKKjoxUdHe3p0q57WWO/YMEC9e3bV/3791elSpVUpUoVT5d2XTt79qxmz56tXbt26fvvv9eMGTNUs2ZNvmvy2PlB74svvlBycrIaNWqk0NBQFSxY0MPVXb+y3tMjR47UtGnTNGvWLDVo0EABAQEeruz6dubMGT377LNKT09XVFSUFixYoLVr1/Idcy0wuKHNmjXLBAcHm3feecd07NjRVKtWzTz33HMmMTHR06Vd995//30TEhJiNm7c6OlSrnsZGRnO/+/Xr59xOBwmPDzc7N+/34NV3VhWrFhh/P39Ta9evUxERIRp1KiRGT16tKfLum5lZmY6///bb781gYGB5u233zZnz571YFU3hrS0NGOMMW+++abx8vIykZGR5siRI87Xz//ZIG+88MILpkSJEuamm24y5cuXN2PGjDEHDhzwdFnXlZSUFOf/Z2Zmmt9++83cdtttZtGiRS79eL/njfN/rylTpozx8/MzX3zxhQcrwvmYMrvBXHjo1NmzZzV8+HD16dNHCxYs0COPPKKvvvpKb7zxhv744w8PVXn9yTpC4Hxbt25VZGSkc1ZD+r9DOTnEza6sGY3JkyfrxIkTWrFihUJCQtSsWTPt3LlTEucG57VffvlFo0aNUlxcnL799ls1aNBA//vf/zRq1ChPl3Zd2bJli6RzM0pZ7+lly5bpzjvv1L/+9S/5+flJ4jsmL3l7e2vx4sX64IMPNH78eO3cuVOPPfaYdu/eLUnMLuWBrPezMUb79u3T+vXrtWTJEv3666/q0aOHFi5cqMmTJyspKcnDlV4funXrpq+//tr53OFwKD09XYcOHVJwcLCk//s31eFwKDU1VX/++adHar0emfOO1Jg9e7bS09N18803a9iwYdq1a5dLP3gGAfsGcv4H8v3339drr72m1atXq3Dhws4+gwcPVqdOnbR8+XL95z//0Z49ezxU7fXjxRdf1LRp0+Tr6+tsM8Zo165dysjIkLe3txwOh/Oc+IyMDK1atYpfBCw4P0TMnz9fEydO1IABA3TnnXfqk08+UWBgoNq1a6fffvvN+Uvv66+/rpMnT3qq5OtG1j/sP/30k77//nv9+uuvKl68uCSpZMmSGjp0qO644w59+eWXGjNmjCdLvW7ExsZq+PDhzgv3Zb2nk5KSlJ6eLun/PhNZ/xZs2rRJZ8+e9UC1168NGzaoe/fu6tu3rwYOHKjVq1dr2bJlevbZZ53nSkrSqlWrPFjl9eP8a5ocPnxYBQoUUGhoqKpXry4/Pz+NGTNGHTt2VHx8vCZPnqwDBw54uOL8r1SpUmrevLkkKSMjQ9K575QTJ044A15mZqbz34GNGzfqiy++0JkzZzxT8HXEnHeayYsvvqg5c+Zo1apV2rRpk7y8vNSxY0f9+uuvkv7v3wC+4z3AI/PmuOrOP5TkueeeM0WLFjW33Xab8fLyMg0aNDC///67S/9XX33VlCtXzrz55ptXu9TrUtYhgz/99JM5deqUMebcIeJ+fn7mk08+cel74MAB07lzZxMfH3/V67xexcfHm0GDBpnx48cbY4xJT083xhhz+PBhc/vtt5ubb77ZzJo1yzRr1szUqFHD+TquzEcffWQCAwNNyZIlTUBAgOnYsaPL60eOHDHPP/+8ufXWW80rr7zioSqvH9u3bze//vqrMcaY5ORkZ/u///1vU7RoUechslmHbJ48edI899xzZtmyZVe/2OvUr7/+akaMGGGGDh1qjDEmNTXVGGPMjz/+aAoXLmzuv/9+s3LlSjNy5EgTEBBgkpKSPFnudWXYsGEmIiLCBAUFmcqVK5uDBw+6vD527FhTt25d8/jjj5s///zTQ1Xmb+f/LmmMMbGxsSYuLs75e83TTz9typcvb5YsWeLsk5qaalq0aGH+9a9/XdVar3dbtmwxbdq0MStWrHC2HTp0yNSpU8fUrFnTbNu2zZw5c8Z07tzZDBkyxIOV3pgI2DeYHTt2mEcffdRs3LjRZGRkmLfffttERUWZhx9+2Ozevdul73vvvUfQuELnn+/4ySefmDJlypiZM2eaM2fOmKNHj5ru3bub8PBw8+GHH5pjx46ZnTt3mnvvvdfUq1ePsbcgMzPT7Nu3zxQrVsw4HA7zzDPPOF/L+kXhzJkz5p577jF169Y1LVq0cP5CfOEvEsidrPB26tQpEx0dbeLi4syPP/5oRowYYW655Rbz9NNPu/T/888/zYsvvpjt+wfuOf/7Yv369aZp06bmgw8+MMace4/Xr1/fREREmH379pmMjAyTmppqhg4dam666Sazd+9eT5V9Xdm7d6+pW7euCQoKMoMHDzbGnPs8ZH2n/PTTT6Z8+fKmZs2aJiQkxGzatMmT5eZ755/b+9lnn5nSpUub9957z/Tt29fccsstpkuXLtmuJ/P888+b/8feecdFkTx/v4YkKCBKEEREjEgSFUEBAREUFCPBrIg5R8CcMKKingoYASMGkjnniAEwHOYsqKAIksN+nj94dm5XvO/vhNU9uH7/o9szO6+itqe7qru6ytvbm50LLgcCgaCM3jp37gxDQ0Ps3bsXxcXFSE5OxqBBg6CqqgpfX1/4+fmhQ4cOMDEx4d8DRsXZuHEjHBwcYGtryy8kCW2WT58+oU2bNqhduzbMzMzQrFkzpnspwBzs/xCRkZFo2LAhbGxs8OXLF75906ZNsLW1Rf/+/fHq1asy32OOXsV59OgRAMDd3R1mZmbYtWsXBAIBnjx5gsmTJ0NeXh66urpo2rQp2rVrxw+GTPeS4fbt2zA0NISFhQUuX77Mt4vq9+3bt7zxIIw4YJSPCxcuwMXFBf369eMn/69fv2LVqlUwMTHB+PHjxe5nixnlQ1Rvwr6cmZmJN2/ewNraGq6uroiKigIAJCQkwM7ODioqKmjXrh3s7OygqamJu3fvSkX2qsrGjRvRoEEDWFhYIDk5mW8XjimpqamIj49nCbckyN69ezFnzhxs2rSJbwsODkb79u0xcOBAvH37Vux+4TjPnOyfIyEhgf//2rVrce3aNQCldo2xsTEiIyMhEAjw8eNHrFmzBq1bt0aXLl0watQovv+zuVUynDlzBnp6eqhRowaOHTvGt4vOCWvXrkVwcDDTvZRgDvZ/iD179sDBwQG1atXCu3fvxK5t3rwZDg4OcHFxYSFrEiA2NhZjx44FAEyaNAlOTk78NU9PTzRv3hy7du3iB7zExETExsbi3LlzvKHMBsOf5385atevX0ejRo3g6emJW7du8e3f65k5exWjpKQEO3fuRL169aCjoyOm3y9fvmDVqlVo2bIlvL29pShl1eHx48d81t79+/ejU6dOAICHDx/C2dkZTk5OOHToEH9/cHAwFi5ciNWrV/Ph5AzJsnnzZpiYmGDMmDF48uQJ384WTCVPcnIyLC0tUaNGDWzYsEHsmtDJHjJkSJnNA+Zc/xxPnjxB9erVMXPmTPj7+6N69ep4+PAhf71nz54wNjbG3r17+ci93NxcsWcwm6Z8/J1NcuPGDRgYGKBXr15i1Wh+tFvNxp7fD3Owqyh/90IePnwYrVq1go2NTZkJZ82aNRgzZgxzMCpIQUEBQkJCoKysDCsrK6iqqopNRMBfTvbOnTvx7du3Ms9gg+HPI9pvt23bBj8/P4wcORI3btzgdXzlyhU0atQIXl5eYk42Q7JkZGRgz549UFNTQ9++fctcCwgIgLW1tdg5YcbPU1JSgnnz5oHjOEyfPh0cxyEsLIy//uDBA97JPnjwoPQErYIIHbS7d+9i9+7d2LNnDx+pBAB//PEHWrZsWcbJZlSMHznGkZGRaNOmDZo3b15m8yAkJATNmjVjJQErSGZmJsLDw6GoqAhVVVU+9F7Uie7ZsydMTU2xZ88e/ky2ELagUT5E7ZpXr17h3r17KC4u5hcrzp8/DwMDA/Tr10/syAnTt/RhDnYVRPSFvHLlCi5cuIBz587xbUeOHIGDgwMcHBzKnL0TvpTMya4YxcXF6NixIziOw8CBA/n2vLw8/v9eXl4wMzNDaGgoq00rQfz9/aGpqYmRI0fCxsYGrVq1wurVq/H161cApTWBmzZtio4dO4qFcDLKh3DM+PDhA1JSUng9FxcXY/fu3dDW1hZ7B4DScHHRusCMiuHi4gIZGRk+9L64uJhfpBPuZHfp0gW7d++WpphVBmGfj4qKgrq6Otq3bw9dXV107doVERER/H1//PEH2rRpg0GDBrFoAQnwvV0iOm/GxcXBxsYGHTt2xPv378Xui46OZovW5UTUUYuJiYGcnBxUVFT4JH6AuF3j7u4OTU1NljhRAoj297lz58LExAQqKipwcHDA9u3b+Y2Dc+fOoWHDhhg4cCBu3LghLXEZ38Ec7CqMr68vdHV1oa+vj2rVqqF37978TuqhQ4fg6OgIR0fHMhnE2cpX+RAdDHNycrBixQrMmTMHWlpaYomdcnJy+P8Lz6kyJMPmzZuhr6/Pr+SeOHECHMfBzMwMy5YtQ2ZmJoDSCcnLy4stJFUQ4VgRExMDExMTNGrUCBoaGggICOCTlu3evRs6OjosJFzCiOYL6Nu3L+zt7SEjI4N9+/YBKB2PhE7FgwcPYGlpiZ49e/4wYobx81y4cAF16tRBaGgoAODs2bOoUaMGWrVqxbcBpRU57O3t2dGrCvL92VJPT0906NABCxcu5BfrYmNjYWdnBycnpx+ecWdO9s8hqvN3797h7du3ePHiBbZt24batWtj+vTpP7x33rx5TNcSZOHChdDW1kZsbCw+f/4MOzs7GBkZITAwkB/Pz58/j+rVq2P+/PnSFZbBwxzsKoSoYxwSEgINDQ3cvHkTL168wO3bt2FgYABnZ2c+tCc6OhpmZmZlEg4xfh7RyWXXrl04e/YscnJyUFBQgNDQUGhoaGDixIn8PQKBgF/sYE6eZCgsLMS6deuwatUqAKW7S2pqali/fj0GDRoELS0trFixoszOKdP/zyOqs7Nnz0JRURGrV6/G6dOnERgYiMaNG2PkyJF4/fo1CgsLsXfvXigpKbEyLRJCONYnJSUhMTGRD9P09fUt42QDpTt979+/Z9nCJYQwA7tw4fTly5do1KgR3N3d0b17dzRr1kxsJ1s0qSijYvj7+0NDQwOTJk3CpEmToKysjK5du+LBgwcASsd9R0dHtGjRgpXiqgCiY/z8+fPRs2dP3Lx5E0Bpf964cSNq164Nf39//r7p06eL7aAyJ7vi3LlzBxYWFnzZs/Pnz6NGjRpo164dGjdujKCgIN7JvnPnDtP5vwjmYFcBzp8/z593ERpeo0ePxqBBgwD8NVC+ePECmpqaGDNmDP/dS5cusReygogubPj7+6NOnTrYunUr0tPTAZSGwwqd7NGjR+PLly/o3LkzvLy8+O8xJ+/n+VGkxYsXL/Dhwwe8evUKZmZmCAoKAlBam7ZWrVowMDBAeHj4336f8b/5UVbkMWPGiPVloDShor6+Pl93PDMzEwcOHGBnUSWAsN9GR0dDR0cHQUFB/LnTzMxMTJ8+HXJycoiMjARQWvu3a9euYmGcjIrz4sULJCQk4Nu3b7CysoKPjw+A0sRDqqqqaNSoETZv3gyAjTXlRZisSXRBSV9fX+zIW3JyMp/oSciOHTswbtw4Nq+Wg+915u/vD21tbURGRorlzMjMzMTGjRuhoqICNzc3dOzYEQYGBiyRmYT58OEDduzYgfz8fJw/fx6amprYunUrAKBly5YwNDTEnDlzxCIjmU3/74A52JWc1atXQ11dHREREfwLVlxcjG7dusHd3Z2/T3hWadu2bdDX1y8TPsVeyPIhOhmtXLkSWlpauHPnDt8ueqY9IiICampqaNiwIVq2bMnqElYAUb0XFhaioKAAwF/6PnXqFJo3b847dJcvX8aAAQOwfPlyZnSVk71796JNmzbYv3+/WPvgwYPh6ekJQDx76cKFC1G3bt0yyW4Y5UPUSTt+/DiUlZURHBzMn3kXUlxcDD8/P3AcBxsbGygpKbF6yxXkRw6ysK+fO3cO5ubmeP78OQDg5s2bcHBwwMSJE1nEQAWYNGkSNm/eLJZE686dO9DV1eUX+oS/QVJSEhQUFMqMTQCzbX6G73f8z58/D11dXX5XuqioCKmpqbh8+TJ/zj0uLg7du3fHiBEjWHnRCvIj26SkpISPgBkwYACmTZvG67dPnz5o2LAhxo8fzxbx/oXIEaNSM3XqVLp9+zYFBgYSAHJ3dydlZWXq168f+fj4UHR0NPXu3ZuqVatGREQcx5GGhgapqqqKPUdWVlYa4ldaPD09ad26dVS3bl0iIiouLqbbt2/T2LFjqVWrVvT69WtKSkqi4OBgatasGfXr148GDx5MTk5OdP/+fXJyciJZWVkqLi4mOTn2Gv4sMjIyRES0dOlSunjxIlWvXp18fHyoW7duRESUm5tLJSUldPPmTZKVlaXAwEDS19cnf39/IiIqKSlhff4nMTExIVVVVdq2bRsRlb4DRERNmzallStXUmpqKuno6FBRURHJy8uToaEhaWhokEAgkKbYlZ4tW7bQiBEjiOM4IiIqKCigLVu2kI+PD40ZM4ZycnLoyZMndODAAVJVVaXBgwfTihUryM7Ojp49e0YRERHUqFEjKf8VlRcAxHEcnT17li5evEjFxcU0depU0tDQIKLSsSQ9PZ0ePHhADRs2pMOHD1OjRo1o4cKFpKamJl3hKzFJSUl07tw5qlGjBvXq1YuUlJSoZs2a9PnzZ7pz5w4ZGhqSrKwslZSUULNmzcjQ0JA+ffpU5jlsnP9njB8/nt68eUOHDh3i+3x+fj7p6OiQvr4+3b17lw4ePEj79++ngoICatq0KQUHB1P37t2pe/fu/HOYTVM+BAIBb9ecO3eOFBQUSE1NjUxMTKhWrVoEgNLS0qh27dp8n5aVlaWQkBBycnIijuP4343xL0Gq7j2jQohm0OzTpw9atWqFsLAw5OTkIDMzE6NGjUKjRo0QGRmJ/Px8pKWloUuXLujRowdb7aoAf/75J0aNGiW2W5eVlQV7e3t4eHhg06ZN6NKlC5ydndG1a1c4ODigX79+YiE8AFvlrShr1qyBtrY2pk6dip49e0JGRoZPLpSTkwM3NzfUr18fdevWRevWrcuEGzL+OcKwvxcvXsDV1RVdu3bld4sKCwthZ2eHJk2aiJXImTRpEtq1a4esrCypyFwVeP78ORo1asTvjgKl+vb09MTo0aNx8+ZNjB07Fs7OztDT00Pr1q3h5eXFR3QwJMPx48dRvXp1ODo6omHDhtDR0cG1a9cAAE+fPkXnzp3RuHFjtGjRAjVr1kRCQoJ0Ba7EiO7ieXp6wszMDDt27ODPmU6bNg3169fH0aNH+fvy8vJgbGyMbdu2/XZ5qwqJiYn8HCnUdXx8POTk5ODk5ISaNWvCx8cHu3btwtGjR6Gvr48zZ86IPYPNrRXH398fKioqMDAwgKamJj/PFhQUYOjQobC0tMTQoUPRvn17GBsb83Yki8z798Ec7EqK6Mu0f/9+LF++HAoKCmjQoAF27tyJkpISPHv2DJMmTYKcnBwMDAzQtGlTsdBk9kKWH6Hu1q9fj6dPnwIAzpw5AyMjI9SvXx+LFi3iDbCFCxeiW7duUpO1qvB9f12zZg1vZH39+hVLliwBx3FYv349gNL6nOfPn8epU6f4SYidDysfQt2/efMGixcvRt26dWFlZYVDhw4BKM1SbW9vDxUVFTg7O8PZ2RmqqqrM0ZAAwhD727dv821Lly6FsbExlJSU4OXlxS+izpkzh401v4CAgABs3LgRAPD582d4eHhAXV0dly5dAlDqnGzatAmLFy/G48ePpSlqpUd0nH/z5g0sLS3Rpk0b7Nq1C8XFxXj+/DmGDh2KWrVqYfbs2Vi1ahU6deoEU1NTtmhdDmJjY8U+79ixA+rq6nwy3EuXLmHJkiWIjY3lj6Pk5uaiZcuWYoscjPIhuiiRnJyM1q1b4/bt27hx4wZmzZoFjuP4M9dfvnzBsGHD0Lt3b/Tv35/Z8v9ymINdyZk7dy5q1aqFbdu2ITg4GHZ2dtDT08POnTv5yebOnTvYsWMHYmJimKNRAdzd3eHn58d/fvfuHdq0aYN69erxNU5TU1PFyrEIBAK4urpi2LBhv13eqoToBHLo0CEcOHAA1tbWiIqK4ttzcnKwZMkSyMjIYMOGDWWewYyvihEVFQVlZWVMmTIFQ4YMgaamJmxsbHgDTSAQYM2aNZg2bRpmz56NR48eSVniyktgYKBY3/7y5Qs0NTVhb2/Pt92+fRtXr14F8Nf7MX78ePTq1YslNKsgQqP3+fPnuH//PsaOHSvmTAijCGrXrs072QzJMmnSJLi5ucHa2hqamprQ1tbG3r17IRAIkJqaitWrV6NZs2ZwcHBA37592fnfcnDo0CFwHIfVq1fzbZcuXYKtrS0MDQ15J1sYEVNQUICMjAy4uLigbdu2TNcVRNSuycvLw507dzBlyhS+7du3b1iwYAE4juMTJn5vuzNb/t8Lc7ArKQKBACkpKWjSpAnCwsLErnXv3h116tTBzp07fxieyQbFn6e4uBgrVqyAnJwcli5dyrffuHEDLi4uaNCggVgY59evXxEXFwc3NzcYGxuz8OQKIKqzGTNmQF5eHubm5uA4DtOnTxcL1c/JycHy5cvBcRxiYmKkIG3V5OPHjzAxMcHy5cv5NuGudbt27RAXFydF6aoeffr0gYKCAo4dO8a3nT17Fnp6enBxcSlz//Pnz+Hv7w9VVVXcv3//d4paZTl48CBq1aoFIyMjcByHpUuXii1cFBYWom/fvuA4jo9WYkiGnTt3Qk1NDYmJiUhLS0Nubi46d+4MAwMD7N27l3f4vn37JuakMGfj58jLy8PatWshJyeHlStX8u3Xr1+Hg4OD2LGf3NxcLFy4ENbW1rC0tGQLGhJk/vz56NChA1q0aIH27dsjIyODv5adnY2FCxdCTk4O69atE/sesyf/3TAHuxKTnp6OJk2aYMeOHQAgNvk3b94c5ubm2LhxI9vNqCDCCaagoADBwcGQkZFBQEAAf/3mzZtwdnaGgYEBXr58CaDU+ejcuTN69uzJT0Rs8q8Y9+7dg62tLeLj4/Hs2TOsX78eMjIyCAwMFDOysrOzsWPHDqZvCZKdnY1mzZrxYbJCfT98+BC1a9dG+/btsXPnTmmKWCUQrZc8evRo1KhRA0eOHOHbLl68CG1tbXTt2pVvu3TpEjp37owWLVogMTHxt8pb1RAarE+fPkWbNm2wZs0aXLx4Ef3794eysjKio6PFcp8UFhbC29ubhYVLmBUrVqBNmzbIzc0VG9sdHBygp6eHXbt2ldk8YM7GP8fb25uvJJOfn481a9aA4zi+rCIAXLt2DQ4ODmjatCmfMfzKlStYtGgRP7eyObZ8iPbpDRs2QEdHBzNmzICPjw84jsPKlSvF+nN2djamTZsGGxsb1s8rEczBriT83RmLtm3bihlbhYWFEAgE6NatG2rXro0hQ4awF7ICDB06FL179+Y/FxQUYMOGDX/rZDdq1AgvXrwAALx69Yr/3dhEVDGWLl0Kd3d3DBgwQOxd2LhxI28Y/OgdYXovP6Il5tLT09GqVSv4+voCKN21EOq7V69eqF27Nvr27csSmlWA6dOnY8iQIWIRGcOHD/9bJ9vNzY1vO3PmDN6+fftb5a2qXL9+HYsXL8awYcPExpQBAwZAVVUVUVFRLIncL0Ko78WLF6Np06Z8uzBB6JUrV/hcMydOnJCKjJWd9PR0uLu7i/XhgoICBAUF/dDJ7tChAwwNDfHq1Sux57Cd64pz+/ZtzJ49WywCbM2aNZCRkUFQUJCY7Z6Xl8d/ZjZ95YA52JUA0Un+wYMHePv2LT59+gSgdACsWbMmhg8fDuCvF2/AgAG4du1amXrMjJ/jy5cv/EQkDNspLCz8oZMdHx+Pzp07o3r16vyKL8ASUJSHx48f48mTJ3y/3bp1KziOQ8OGDfkoASHBwcGQl5fH3LlzWT+XAEIdChPaCB2+8PBwcByH8PBwsftHjx6N9evXMwevgty5c4ffgRat/ft3Traenh6sra1/u5xVjaysLHz8+JH/PHz4cHAcByMjI36eFTJgwACoq6uLhSkzys/fzY3v3r2DmpoaRo4cKdZ+7tw5eHt7w9fXlzl4EmDz5s380baCggJ+J3vFihX8PTdu3ICpqSm8vLwAMFuyIohGk969exccx0FWVrbMnLp27VrIyspi7dq1ZfTN9F95YA52JcLf3x8NGzaEpqYmBg0ahAsXLgAA9uzZg5o1a/IlWiwtLdG0aVOWvl+CbNmyBXXr1uWTmf2dk3358mVMnjyZTf4VYM+ePWjdujUWLlyI169f8+1RUVHgOA6+vr5IT08X+05gYCBsbW3Z5CMhDh06hHbt2qFDhw6YMmUK0tLSAADz5s0Dx3EYP348li5dinHjxqFWrVpiC0qMn0d0vDhx4gQ8PT3FFpJ+5GSfOXMGzZo14xMRMX6eR48ewcPDAwEBAXzkEVA612poaGDNmjVi5yGB0hwn9evX50sZMcqH6Fi9fft2TJo0CaGhobh37x6A0nlARUUFAwcORFJSEpKSkuDq6orJkyfz32PzbPnJzs5GvXr1YGJiwu9OizrZojvZDx48YLquICdOnMDSpUtx8+ZNvm3Pnj3gOA4jR44ss5i3bt06cByHyMjI3y0qQ0IwB/tfjOgEdOLECdSvXx+nTp3CunXr0L17d7Rt2xZnz54FUHpmbMSIEfDx8cHYsWP50FjmXEuGDx8+wMzMDC1atCjjZMvJyWHJkiVlvsMmpJ9n27ZtUFZWxvr165GUlARA/D2IiIgAx3GYMWNGGSebhU9Jhjt37kBRURHz5s2Dt7c3bG1tYWtry+t79+7dsLOzQ+vWrWFjY8NKcUmY+Ph4cByHAQMGiIVlCp1s0WzWojvdjJ8jKSkJderUwbBhw3D69GkA4vPlqFGj0KhRIwQHB/PRHELYglLFEB2jZ82ahdq1a6NDhw5o0qQJnJ2d+czsR44cQYMGDVCnTh3o6urCwsJC7AgF45/zo3kxJSUF5ubmMDc35xf0CgoKsHbtWj4qTBRm05SPbdu2oW7duhg7dixu3boldm379u3gOA7z5s3D58+fxa7t37+fHXOrxDAHuxIQFxeHCRMmICgoiG+7dOkSPD09YWVlhePHj//we+zFLB9/N4mkpaXB3NwcJiYmYk52cHDwD0NnGT/HlStXoKenhwMHDpS5lpuby/8u27ZtA8dxmD17dplVX+ZcV4ykpCSEhYVh2bJlAEr1efToUdjY2KBdu3Z8KO3nz59RVFTEzlz/Im7evAlFRUX06dNHzMkeNWoUOI7DyZMnpShd5ef169fQ19eHv79/mUVo0c/Dhw9Ho0aNsGnTpjI72YyKk5iYiKFDh+LGjRsAgNOnT6NXr15o164dH6GXm5uLa9eu4ebNm6zMaDkR7dOZmZli4/aHDx9gbGxcxskOCAhgUWESIDIyEjVq1MD+/fv/NuolNDSUd7JFE10KYf29csIc7H85ycnJaNeuHdTU1LBo0SKxa5cvX4aXlxesra0RHR0tJQmrDqLZYYHS1fNNmzbhzJkz/Dml9PR0tGjRAiYmJmJnl6KiotggWEFCQ0PRoUMHMUP23LlzmDt3Ljp16gQfHx/eMBCeBw4NDZWStFWPd+/ewdraGioqKli8eDHfXlJSgmPHjvE72R8+fJCilFUDocErdBiePXuGa9eu4e3bt3z/v3bt2g+d7IkTJyI5Ofm3y1yV2Lp1Kzp06IDs7Gy+7fnz54iNjcXMmTMRHBzMt48aNQq1atXCtm3bmLMhQfbt2wdLS8syZYnOnz+PXr16wdraGqdOnSrzPbaL+s85deqUmDM9b9482NnZQU9PD35+fnyiOKGT3bJlS36sKSoqYlFhFUAgECAtLQ0dOnQoU14rMzMT165dw4ULF/hcDqGhoZCVlcXkyZPZwnUVgTnYlYDY2FjY2NjAyMiIX+kVcuXKFXTs2BEjRoyQknRVAw8PD6xYsYLPVurn5wdlZWUYGRlBTU0NDg4O2L17N4BSJ7tly5Zo0aJFmfIszMkuPzNmzECrVq2QmZkJoDSrsq2tLVq1agUPDw80btwY7du35xOFnDhxgulbguTn5yMkJASmpqawtLQUS+IkEAhw/PhxmJiYoFOnTuzoSQXYunUrIiIi+H68f/9+1KlTB1paWmjcuDHc3Nzw559/AvjLyR4wYIDYGWFGxQgMDISlpSUfAbNr1y64ublBT08PJiYm4DiOTxwKAFOmTMHTp0+lJW6VJCIiAm3btkXt2rXLHDO5cOECPD090aRJE9y+fVs6AlZydu7cCY7jsHnzZgClibM0NDSwdu1azJgxAw4ODrCwsMDevXsBlDrZ5ubmqFu3LlJTU/nnMOe6/KSnp8PIyEgsKm/Dhg1wd3cHx3GoW7cuWrVqxc8Fa9euhbW1NdN5FYE52P8i/pfRGhMTAycnJ7i5uSE+Pl7sWlJSEjN4K8jkyZMhLy+PjRs34tKlSzA3N8eVK1cgEAhw7do1DB06FK1bt0ZUVBQA4NOnT9DT08PAgQOlLHnV4dGjR1BSUoKRkRHq1asHfX19hIaG8jumYWFhqFu3Lh48eCD2PeZkS478/HyEh4ejRYsW8PDwEDvjKxAIcPr06TJZ3Bn/HIFAgPbt28PY2BgHDhxAUlISDA0NsX79eiQnJ2Pbtm1wcXFB8+bNeSdbeCbbx8eH9XUJERMTAxUVFQwYMADdunVDzZo1MXXqVFy5cgVAaYRMzZo1y8y1jPLxdw5DbGws2rZtC1dXV9y9e1fs2okTJzBr1iy2Y10BZs6cCQUFBYSHh2PChAm8/QKU5toYMWIEbGxseN2/e/cOgwcPZjqXEF++fIGBgQH69++P48ePo1evXjA2Nsa4ceNw/vx5HDp0CE2bNsWsWbPKRAswJ7vywwEAMaSOQCAgGRkZIiLauXMn3blzh5SVlalNmzbUo0cPIiI6cOAAbdmyhapVq0bz588nCwuLv30G458BgDiOIyKiBQsW0LJly2jMmDGUkZFB4eHh/LWkpCRasGAB1ahRg8LDw0lOTo6+fv1KKioqJCsrK80/oUog7LtPnjyhyMhIkpeXpzFjxojp99ChQzR//nw6dOgQ6enpSVniyo2w3ycmJtL9+/dJSUmJmjdvTsbGxpSfn0+7d++mTZs2Uf369Wnnzp2kpKQkbZErPUKdl5SUkLu7O6WmppK7uzs9fPiQtm7dSvLy8kREdOPGDZo/fz7VrFmTtm3bRioqKpSQkEBKSkpkaGgo5b+i6hAaGkrnzp2j7Oxs8vX1pdatW5OqqioREUVHR9OcOXPo1KlTVK9ePSlLWrkRtUueP39OAoGAVFRUSFtbm4iIIiMjaevWrVS9enVatGgRmZubl3lGSUkJm2d/AlF9+fn50erVq6lGjRq0ZcsW6tOnD3/frVu3qF+/fhQQEED9+vX722cwfh5hv79+/Tp1796datWqRcrKyhQUFESmpqakrq5OWVlZ5OTkRE5OTrR06VL+u6J2KaMSI03vnlEWPz8/1KlTB4MHD0aXLl1gbm4uVi7hwIEDcHFxQdu2bdk5PAkhuvu/YMECcByHRo0alckUGxERAQUFBbHSUQA7EyYp/pcec3Nz4ebmBk9PT7ayW0GE+ouKikLdunXRsmVLtG3bFiYmJjh37hyAUn1v3boV1tbWcHZ2FqvfySg/wj5eXFyMLl26QEFBAcbGxmX0+8cff6Bx48Zi9ZkZkkF0vC8qKvrhuOPv7w9HR0eW2KyCiOp67ty5aNWqFVRVVdGjRw+sX7+ev7Z37144OTmhZ8+eYmWMGOVHVPfLli0Dx3GYOHFimSRa7du3x+jRo3+3eP8JhL9BRkZGGbtR2G5vb4+NGzf+btEYvwHmYP+L2LRpExo2bMhPMGFhYVBQUIC+vj7mz5/P37djxw5MnjyZhYVXEFFHTdTICgwMBMdxWL58udhkdO3aNRgaGpY5d834dWRlZSEpKQkuLi4wMzPjS7Swvl8xLly4AA0NDYSEhAAATp48CQUFBaipqfG1lvPy8rBhwwZ07NgRb9++laa4VQrhWFNSUoJ+/fqhZs2aCA4OFsswe/v2bejq6vI1gRm/DtF5IDU1Fb6+vlBTU2O6lyALFiyAhoYGjh07hsTERPTu3Rt16tQRK28ZGRkJc3Nz+Pn5SVHSys3/mhdnz54NGRkZ/PHHH3w5qMzMTJiampZJoMuQHD/aEBAIBPj48SO6du0KS0tLtklTRWEh4lICIiEgAoGAiIjmzZtHCgoKNG/ePIqLiyNvb2/y8/Oj9+/fU2RkJPn7+5Ovr6/Yc1hYePkQ1VteXh7l5+dTrVq1+Ovz5s2jJUuWkJ+fH7m5uVHt2rVpypQplJGRQdevX2c6/w0UFxfTyJEj6eHDh6SlpUXR0dEkLy9PxcXFJCcnJ23xKiUCgYAKCwtp1qxZpKioSEuXLqX379+TtbU12djYEAA6fvw4xcTEUIcOHSg/P58KCgqoZs2a0ha9UiM63n8/9vfs2ZNevXpFI0aMoMGDB5OMjAwtXLiQoqKi6NatW6ShoSFN0f8zTJ8+nZ4/f06PHz+mvXv3UosWLaQtUpXg+vXrNHbsWFq3bh3Z2dnRuXPnqFu3bmRvb0/Jyck0duxY3q45c+YMOTo6svm1HIjaNCdPnqSMjAyqXr06OTk5UfXq1YmIyN/fn1auXEnOzs7UokULevLkCb148YLu3r3L5tTfxOfPnyk4OJhu3rxJnz59oqtXr5K8vDwLya+KSNO7/y+TlZWF/Px8sZWrnJwcvHjxAq9fv0bz5s2xevVqAKXluFRVVVG9enV+x4lRfr4PnerYsSPq16+PadOm4f79+/y1+fPng+M4KCgoYNCgQejRowfbQZUg3yfz+JFOnz59ipiYGP4aS/L0z/lfffTevXu4dOkSsrKy0KZNG74KwfHjx8FxHDiOw7Fjx36XqFUaYf8+ffo0pk6dii5duiAqKgrPnj0DULqj3b17dygrK6NJkybo27cvWrRogTt37khT7P8cUVFRWLp0KUviJ2Gys7OxdOlSfPv2DadPn4aWlha2bt2KT58+oU2bNlBTU4O/v7/Yd9iO3s8huks6Y8YMaGtrw9LSEoqKihg8eDCuXbvGXxceg7O3t0dYWBg/p7K59ffw8OFD9OrVC1OmTGG6r+IwB1sKHDx4EF26dIGlpSU8PDzEanECwOHDh2FiYsKfv7ty5Qo8PDywc+dONvFIkNmzZ0NbWxtr165FbGws1NTU0KdPH1y4cIG/Z/Xq1eA4DrGxsfwkxgZDySDU5z/NJcAWNf45Ql09e/YMfn5+8Pb2xooVK8rcd/nyZVhZWfE13e/evYvu3bvD398fjx49+q0yV2ViYmKgrKyMoUOHYtCgQWjSpAnGjBnDlycqKSnBwIEDwXEcQkJCxMrkMCqOcMz+v3IJsPm1Yty6dQtRUVHYuXMnvxgNgP//oEGD4Ovry/8eQ4cOhZWVFby9vVluDQmwcuVK6Orq8scM161bB47j4O7ujqtXr/L3TZw4EY6Ojvxn1u8lxz/px6J1rpnuqy7Mwf7NbNq0CTVq1MCCBQswcuRI1KlTBw4ODmKT0dmzZ1G3bl1s2bIF6enp6NKlC0aPHs2/uOyFrDjHjh1Ds2bN+LIs8fHxkJeXh6amJpycnPh2AAgNDeUNAmYESAbRRFscx7HdOgkidK4TExNRp04ddO3aFR06dOCT3Ihy+PBhcBzHlyOaNWsWPDw8xAwARsW4c+cOGjRogC1btgAACgoKUKNGDdSvXx/e3t78Wd/i4mJ4enr+MBkOo/wI58uXL1+icePG7Gz1L2Lbtm0wMDBA48aNoa6uDmtraxQUFPDXi4qKYGFhgbFjxwIoXezw8vLCrl27WGkiCfDp0yf4+PggPDwcQOncKowO0NTUhKurKy5fvszfL5wnmM4lh1CXkZGRWLVq1T++n1E1YQ72byQsLAyysrI4fvw439a3b19oaWnxO0hAqSEwbNgwqKurQ09PD+bm5rwDzl5IyXD16lU+c+Px48dRq1Yt7Nq1C48ePUK1atXg6emJEydOiH2H7VxLliNHjrBjDxJGOD4kJSWhevXqfH3NT58+oVevXlBWVsa9e/d44+rt27fo3bs3lJWVYW1tjRo1aiApKUmaf0KV49y5c5g6dSqA0rG9QYMGGDduHDZv3gxFRUUMGzaMZU7+xbx+/Ro6Ojpsp/QXERoaCgUFBURGRuLVq1f4448/wHEcAgICAJQuchQUFGDmzJlo2bIlhg8fDnt7e5ibm/MLIOx3qRh5eXk4ffo0Pn/+jISEBBgYGGDt2rUASn8fRUVFdOrUCYmJiQBK9c10LnmioqKgqKiIdevWSVsUhpRhDvZv4t69e1BXV0f37t3F2jt06ABZWVns2rUL8fHxfLh4ZmYmrl+/jujoaH4CYg5e+fjRSu3Xr1+RmpqKrKwsODo6YvHixQBKdWxqagoZGRnMmDFDKvL+F8jLy8PEiRP51XaG5Pj48SPq168Pe3t7sfa+ffuievXquH37tlj5p1evXmH9+vVYsGABy5AvIUTHmrS0NDx79gxFRUXo1asXhg4dyi+YmpubQ0NDAxMnTkReXh4zeH8BhYWFGD9+PMaOHcv0+wuIjY0Fx3GIiYnh254/fw5FRUVMmjRJ7N779+/Dz88Pjo6O6N+/P8tpUg4EAsHf6is3NxcAsGrVKnTq1AmZmZkAgA0bNqBbt27o168f0/Uv5O7du6hXrx5CQ0OlLQrjXwBLG/ib0NPTo4EDB9KdO3coICCA5s6dS3369KHk5GQaNmwY7du3j969e0cfP36kwYMHU5MmTcjHx4f/fklJCcvyWA4KCgqoWrVqRET0+vVrqlGjBikpKVHNmjWpZs2alJaWRunp6dSgQQMiIsrPzycbGxtav3492draSlHyys3Vq1dJSUmJWrVq9cPrwgzWNWrU+M2SVX0yMzOpQ4cOdPfuXQoPDydvb29asWIFRUVFkYWFBc2cOZNSUlKocePG5O7uTpaWljR+/Hhpi13pKSoqIjk5OeI4jgoLC0leXp5kZGRIQ0ODNDQ06PPnz/Ty5UuaMmUKycvLU1ZWFpmYmJCHhwcNHDiQFBUVpf0nVEnk5eVp+vTppK+vL21RqhxFRUV0/vx5atSoET158oRv9/f3p4KCAkpISKBhw4YRAJo8eTLp6+vTihUrxJ7BqkL8c4T2jLAKwc6dO+nt27ckIyNDffr0IQMDAyIi+vTpE+Xk5NCXL19ISUmJTp06RZ6enjRo0CAiYtVnfhXq6uq0e/dusrOzk7YojH8BrEzXb0A4mH39+pWWLl1Kly9fpvT0dKpWrRpdunSJateuTURE6enptHnzZrp48SJ9+/aNrl69yg+kjJ9j+fLlNGrUKL701uzZsykyMpI4jqPq1avT6tWrqUOHDvT582eysbGhdu3akb29PR08eJC+fv1K169fJ47jWOmEcrBt2zZavHgxTZ06lYYMGUKqqqrSFuk/x6NHj2jDhg10/vx5atKkCV2/fp3CwsLI0dGR0tPTKTU1lRYvXkxPnjyh7OxsevjwIfudysnZs2epY8eO/OcjR47Q2rVrqaSkhPT19WnGjBnUsGFD+vLlC7m6ulLXrl2pR48edPToUYqJiaGLFy+Smpqa9P6ASg7+f9mz1NRUUlRUFCu3yPj1pKen04oVK+jKlSvUs2dPunXrFj19+pQWLVpEDRs2pFOnTtGZM2fozz//pM+fP1NISAjv6EGkZB3jfzNjxgy6ceMGHT9+nJSUlGjKlCkUERFBTZo0odzcXHrx4gVt2bKF+vfvT1evXiUXFxcyMDCg3NxcUlRUpMTERJKTk2M6LyeiixL5+fllFkSZXhllkOLu+X8KYVjOly9f4O/vD319fYwfP56/Lpq4LCsriyX9qAAXL15E48aN0aNHD+Tl5eHo0aNQV1fH/v37sXv3bgwbNgzy8vLYvHkzgNIzkk2aNEHLli3h6OjIzrtXgOjoaNSoUQN79+7923uYXn8Pf/75J8aNG4eaNWti8uTJfLtwLCouLkZ6ejrevXsnLRErPXfu3AHHcbx+r169CllZWYwdOxazZs1C8+bNYWRkhEOHDgEAVqxYgQYNGqB+/frQ1dVlyf0qiHAsiY2NRfv27bF//36WoO83IhxL0tPTMXXqVDRs2BC1atXCq1evytx7+fJlbNq0iR11KwfFxcXYuHEj2rZtCw8PDzx48ADdu3dHQkICCgoKUFhYiGnTpqFatWr8WHPp0iWsXLkSq1at4nXOEuSWD9Gw+jVr1iAoKAhv376VokSMygDbwf6NCFfAMjMzacmSJXTp0iXq1KkTLVy4kDiOo6KiIpKXl+fvB1sRKxfFxcW0b98+Cg4OJg0NDTI1NaU6derQhAkT+HsWLFhAixcvpuvXr1ObNm0oLS2NZGRkqHbt2sRxHAtb+0kAkEAgoAkTJlCdOnVo/vz59PTpU9qzZw+9evWKjIyMqF+/flSvXj1pi/qfQriTffbsWfL39ydvb28iYmGZkiIjI4P27NlDixYtokGDBpGVlRW9fPmS/Pz8+HtcXV3p1atXdPr0aapXrx7dvHmTZGRkSEdHh70PEiAuLo4GDBhAc+fOpf79+5Oenp7YdTaP/lqE+v3y5QstW7aMzp8/T7169aLZs2cTEVFhYSEpKCiIfYeNPz9PUVER7dmzhzZv3szPt0eOHKHatWvzO6ujR4+mI0eOUGJiImloaIh9n+n85/l+7PDz86MdO3ZQQEAA9ejRg7S0tP72XgaD7WD/ZkR3sn19fdG2bVvMnz9fukJVIURrVe/YsQMdOnRAjRo1sHr1agAQKxvi7OyMgQMHori4WGxXlSUBKT8dOnTAxo0b8eLFC+jp6aFr167o3bs3VFRU0KVLF77uL+P3IdzJbtasGSIiIqQtTpXj69evCA4Ohra2NlRVVbFo0SIAQH5+Pn9PkyZNMGLECGmJWGV59+4djI2N8ccffwAoTWj27ds3nD17ls+WzPj1COdP4U62lZUVFi5cyF9nc2rFEOq3oKAA27ZtQ9u2bVGrVi18/foVwF/13W/duiVWB5shObZt2wYtLS2xMn/5+fn4/Pkz/5n1c4YoLMvBb0ZGRoYEAgHVqlWLZs6cSfb29rRz507aunWrtEWr9OD/ryAKBAKSk5Ojfv36kbe3N+np6VFYWBh9/fqVFBQUqLi4mIiIdHR0qKioiGRlZcVWHlnyj/JRWFhI1atXp3fv3tHFixepe/fuFBcXR1FRUZSQkEAPHz6kP/74Q9pi/udo3rw5jRs3jjp37ky+vr60Z88eaYtUpahZsyb17duX5s+fT9WrV6d79+4REVG1atWosLCQiIicnJwoLS1NmmJWSWRlZUlZWZn09PTo8+fPtGLFCuratSt5eXmRl5cXxcbGSlvE/wQcxxEAUldXp1mzZpGNjQ2dOHGCfH19iYjNqeVFIBAQEfH2iYKCAg0YMIDGjh1Lqqqq5OXlRdnZ2fx54OrVqxMAKioqkprMVQFnZ2fasWOHWNu7d++oU6dOZGpqSk+fPqXQ0FAyNzcnLy8vWrx4MRGxfs4Qh/WGXwj+f/S98F/hYCnqZPv5+dG0adNo6NChUpOzKiAQCPhJSEZGhs/o279/f1qwYAHJysqSl5cXffv2jeTk5EggENCzZ89IWVlZypJXHRQUFMjb25tWr15NS5Ysodq1a5OsrCyVlJRQo0aNaP369RQTE0Nv377l3wnG76F58+Y0YsQIGjx4MFlZWUlbnErP9/23Vq1a1KdPH5o7dy4dOXKEJk2aRETEh8Z+/PiRZGRk+MU9hmSQkZGhkpISWrt2LTVs2JDu3r1LvXv3phMnTpC2tjYlJSVJW8T/DN872UZGRpSZmcnG+nIimlQrISGB7t69S/fu3aNq1apR//79afHixfTx40fq3LkzXblyhU6fPk2+vr6ko6NDbdu2lbL0lZevX79Snz59qG/fvmLtWVlZdObMGZo1axZ5eXnR6dOnqUePHtSkSROKjY2l1NRUKUnM+LfCDmT8Bh4/fkyGhoZiq1tCJ7t27do0duxYIiKWsbqciE5EGzdupJs3b1J6ejq5uLjQsGHDyMvLiwDQggULyNDQkIyNjUlbW5syMjIoJCSEiNj5GUnh4OBAw4YNo7CwMPr27RsREd+nZWRkyNDQkNTU1JiuJYzwfN2PspsKMTExoSVLlpQ5D8n4OYRjxfXr1ykhIYHevXtHXl5e1KxZMxo1ahQBoGnTptGrV6+ocePGJCMjQ0ePHqVbt26xM5AVQKj3p0+f0pcvX4iIyMrKig4fPkyxsbHUp08f6t+/P9WsWZOIiJSVldl8+ov4u/lS1MlevXo1qaqq8m1szP/nAOBtmhkzZlBkZCSVlJTQ58+fadiwYeTn50f9+/cnjuNozpw51KlTJ+rWrRsZGRlRbGwsv7DN+v/Po6amRsOHDyciosDAQMrNzaUFCxbQqlWr6PPnz3Tnzh0aNmwYdezYkZo3b04XLlygW7dusYUkRll+c0j6fwbhmZmoqChwHMeyxf4G/Pz8oKGhgZEjR8LHxwcKCgro06cPnj17BoFAgMjISFhZWUFdXR2nTp3iz8uwrKaS5c6dO+jbty84jsPy5cvx7NkzvH//Hj179kSPHj1YFnEJI8wM+/LlSzRu3FjsjBjj13DgwAEoKyvD1tYWzZo1Q61atTBz5ky8e/cORUVF2LhxI/T19aGiooJjx47h8ePH0ha5UiM6n+rp6cHCwgI6Ojro3r07Tp8+LXZvbm4uZsyYAU1NTab3X4Dwt4iMjMSqVav+5z0AO5daEdatWwcNDQ1cunQJ9+/fR0xMDDQ0NNC/f39kZGSgqKgI4eHhaN68OXx9ffnvMZumfIj21dzcXMyaNQtKSkpYtmwZ356Zmcn/v6CgAF26dIGbmxuzaxhlYA72L+TIkSOoXr06QkJCpC1KlefmzZuoV68eLl++zLfduHEDdevWxZAhQwCUJsAJCQnBhAkT+IGUTf4/zz/R2ZMnT7Bw4UJUr14d9erVg6GhIdq0acOXQGN6lyyvX7+Gjo4OvL292UT/i3n8+DHq16+P7du380kTV69eDTMzM8ydOxeFhYX4/Pkz1qxZg6ZNm+Ljx49SlrhqcPXqVaipqWHjxo0ASh08juOwYcMG/p6IiAj07t0b9evXx927d6UlapUnKioKioqKWLdunbRFqVJ8b5d4eXmJlXMFgCtXrkBJSQlLliwBUJrg7MiRI/xCKxv/y4eoTSIcs798+YJly5ZBVVUVy5cv569//foVa9euhaurK8zMzJhdw/ghzMH+ReTl5WHixIkIDw+XtihVku8HsmvXrkFPTw/Pnz+HQCDgV3AvXLgAWVlZnDhxAgDEMoazmpAVY+zYsVi2bJnYavn3k/ujR49w6tQpnD9/ntc3W12XLIWFhRg/fjzGjh3LjKtfgEAgENPrrVu3oK+vj6SkJLH2wMBAqKmp8bumGRkZyMjI+N3iVjmEY/3y5cvh4eEBoDRao2HDhhg1ahR/X3Z2NlJSUhAQEICnT59KRdb/Anfv3kW9evUQGhoqbVGqFKJjyfXr1wEAdnZ2GDNmDIBSe0XoyC1evBjNmzfHly9fxJ7BbJryIWpPLlq0CH379uUrnnz8+BFLliyBqqoqVq5cCaD0t/L19YW3tzdvzzC7hvE97EBYObl69SopKSlRq1atfnhdUVGRli5dSjVq1PjNkv03EK37aGtrS5aWlvThwwd69OgRNWzYkIhKz2ZbWlpSkyZN6P3790T013lgAOx80k8CkXN0iYmJFBsbS3v37hU7Vyp6zg4ANWvWjJo1a8a3lZSUsHOoEkZeXp6mT59O+vr60halSiLs04cOHSINDQ0qLi6mb9++8dUHcnNzqXr16uTr60sbNmygw4cP07Rp00hNTU26gldyioqKSF5engoLC0lRUZHS09PJ0NCQcnJyyNbWltzc3PgcGkeOHKGPHz/SsGHDaNasWSyb7y9EXV2ddu/eTXZ2dtIWpcogmkfG19eXVq9eTQUFBdSzZ0+aP38+DR48mNq2bcuPRUpKSqShoUGqqqpiz2E2TfkQ6t7f35927NhBq1atIm1tbSIi0tLS4nNrBAQEEADy9fWlwMBA3iZidg3jR7BZqBxs27aNBg4cSFevXqWsrKy/vY8515IHIokkLl68SAcPHiRNTU1q2rQp+fj40IQJE+jq1askJyfHZ+3lOK5M4ieWcOXnEeps3bp1tHfvXvL29v6fRtaPdMwMgJ9H2OdTU1MpIyPjh/cw5/rXINR9QkIC9ezZk54/f052dnZkampKAwYMIKLS0jhERN++fSN1dXWqW7eu1OStCrx69Yo+f/5M8vLyFBcXR6tXryai0j6+atUqMjAwoD59+tDGjRv5MSYmJobi4+MpLy+POdcVQFjphIgoPz+/zHUAVL9+feZcSxCIJDR7/Pgx5eXl0fnz50leXp569+5NXbp0oeHDh9PVq1eJ4zjKzs6m06dPk46ODuvrEuTkyZO0c+dOOnz4MA0YMIDq1KlDaWlplJiYSDIyMjRz5kzy9/cnf39/2rVrFxH9ldSP2TWMHyKdjfPKS3R0NGrUqIG9e/f+7T0sTFPyfK/THTt2YOrUqfw5JKA0dK1fv37Q1NTEypUrERwcjM6dO8PMzIyFTkmI9PR09OrVCxzHYdCgQQDYuaNfibDfx8bGon379ti/fz+ysrKkLNV/i7t37+Lw4cNYunSpWJuxsTFMTU1x48YNXL16FXPnzoWmpiaeP38uRWkrN7m5uXBxcUGDBg2wbds2cByH3bt3AyhNKDRgwAAoKSnhwYMHAICsrCzMmDEDderUQXJysjRFr/SIjuNr1qxBUFAQ3r59K0WJ/lvs2bMH9evXh4mJiZjer1+/joEDB0JWVhYmJiZo3ry52LlfZm9KhujoaFhbWyMzMxNJSUmYN28eDAwMYGBgADc3N6SmpiItLQ0REREsHJzxj2AO9j9EIBCguLgYY8aMwYIFCwCUJnJasGABvL29ERgYyCajX0hubi5KSkpQXFyM9PR02Nraonr16pg5c6bYfY8ePcKCBQugr68Pa2truLu78xMRc7J/nh9N3gkJCRgyZAgUFBT4pHLMyf51xMbGokaNGli+fDnevHlT5jozsCTDj/rw58+f0ahRI3AchylTpvDtxcXFSEpKgpOTE7S0tNCwYUM0b96cVYuoICUlJbh37x4aN24MBQUFPoGZcAyPj4+Hq6srqlWrBgsLC9ja2kJXV5clNKsA348fvr6+qFOnDjZv3lwmQR8bayRHUlISjh8/jri4OBQXF+PChQvo0KEDlJSUcP/+fbF7c3JycOLECWzYsAEREREsn0kFEfZj0f589uxZcByH7t27Q0NDA0OGDMH27duxe/du6Ovr8+fihTDdM/4vOIAVb/sZHB0dycPDg1xdXcne3p7MzMyoWrVqdPr0aWrfvj0tWbKEzM3NpS1mlSIuLo527dpFqampZGRkRBs2bKB79+7RtGnTKDk5mc6cOUNmZmZi38nMzCQlJSWSl5cnjuP4OsGMf47oubCcnBzKz88ndXV1IiJ6+fIl+fr60oULF+jw4cPUrl07sfsZkuH9+/fUuXNnGjVqFE2YMIGKioqooKCA4uPjSV1dnVq0aCFtEasEwr778uVL2rFjB6Wnp5ORkRGNGTOGoqOjacGCBVStWjW6detWme8mJCSQsrIy1axZk7S0tKQgfdUiJSWFbG1tqbi4mGrXrk1nz57lxx2i0prvkZGRlJKSQtra2mRvb8+OSEiI7du308yZM+nMmTNkampKREQFBQWUk5NDtWvXJiJi47wECA8Pp6VLl9LXr18pLy+P2rVrR8eOHaOEhAQaP348FRQUUGRkJBkaGvLHVL4/csXqXJcP0f6bnZ1NSkpKxHEcycjIUFxcHN28eZNatmxJHTp0IA0NDfr69Ss5ODhQUFAQOTo6Sll6RqVCyg5+paKgoABdu3bFzJkzERYWhnHjxvEric+ePYO+vj6GDh0qZSmrFps2bYKysjImTpwIV1dXaGtrw87ODkVFRbhy5QqcnZ1haWnJr/gKs4SLrkyyVfefR1RnS5YsgZ2dHfT19eHu7o5z585BIBDg1atX6NOnD7S0tPjVXaZryZKamgorKyvExMQgPT0dAQEBsLOzg7q6Opo2bYqYmBhpi1jpEe5cJyYmom7durC3t0fjxo3BcRwmT54MADh8+DDq1q0LV1dX/nvCEl0MySIQCPD69WskJibCysoKJiYm+PTpE4C/do3YOFNxnJycEBERIda2cOFCDBw4EEBphF5ISAgMDQ3RsWNHBAQESEPMKkdoaCgUFBQQHh6OhIQErF+/HnXq1MGIESMAAMeOHUPnzp1hbW2NR48eAWDRd5Li+2MQXbp0gZOTEyZPnozc3FwAQH5+PoDSqJmsrCy4urrCxsaG/QaMn4Y52D/JgQMHoKCggMaNG2Pu3LkA/hr8Dh06BDU1Nbx584YZABIgLCxMrMSWQCBASEgIFBUVERsbCwA4ceIEunTpgrZt2/Ln8pjuJce8efOgrq6ONWvWYNu2bbCwsEDbtm2xc+dOAKVG2IABA8BxXJmwNkbF+fjxIywsLGBvbw9VVVX06tULa9euxa1bt2BnZ8cfV2GUD+FYkZSUhOrVq2PWrFkoLCzEu3fvsGrVKnAch6NHj6KoqAgxMTFo3Lgx3Nzc+O8zo6viiP4Gx48fx/79+/nQ5Fu3bqFdu3YwNTVFeno6ACAoKAhLly5FUVERG+vLSUZGBrZs2VJmkWjatGnQ1tbGzJkzYW5ujt69e8Pf3x+jR49G69atkZKSIiWJqwaxsbHgOE5sYbSgoAA9evRAu3bt+LZjx47BxcUFtra2vF3DkBwzZsyAlpYWVq9ejWXLlsHIyAjOzs68k52dnY0FCxbAzs4OFhYW7Jgho1wwB/snSUtLw5gxY6CoqMjvbgg5cuQI2rZty5IQSYB79+5BXV0d3bt3F2tPTU2FtrY2IiMj+baTJ0/Czc0NDRs2xIsXL363qFUS4S6SiYkJDhw4wLdnZmbCw8MDbdq04WvNJiYmYv78+WzyqSBCZ+HJkye4ceMGbty4AaC0z4eEhCA4OBhfv37l7+/SpQvbVZIAHz9+RP369WFvby/Wfv/+fWhqamLfvn0ASnc2YmJiYGhoiPbt20tB0qpLVFQUtLS04OjoiHr16sHBwQGbNm0CAFy5cgW2traoXbs2Bg4cCI7jcO/ePSlLXHVYsWIF5s+fz3/29vZGp06dsH79evz5558AgPPnz6N169Z4//69lKSs/BQWFmLSpElo3LgxVq1aJbabOmHCBNjb24vZjseOHYOFhYVYrXdGxTl48CCMjIz4+VWY40RbWxtWVla8k3306FHMmjWL1blmlBvmYJeDO3fuoG/fvuA4DsuXL8ezZ8/w/v179OzZEz169GCr6hIgIyMDkyZNgq2tLWbPns07bzt27ICiomKZ3dK4uDhMnz6dOXkV4PskTx8+fECDBg0QHR0N4K+Q2NzcXNStWxfz5s0r8wym//IhHDOioqKgp6cHCwsL6OjooHv37jh9+rTYvbm5uZgxYwY0NTXx+PFjaYhbpXjy5AmGDBkCU1NThIWF8e33799H9erVcfLkSb6toKAA+/btQ6tWrX6YcI7x89y6dQuamppiDjXHcVixYgV/z7NnzzB9+nR4e3uzHb0KIjrO5+bmYtasWVBSUsKyZcv49szMTP7/BQUF6NKlC9zc3JhtU0HS0tIwffp0WFpa8osax48fh4yMDD/OiP4+169fZwlEJUxMTAxmzJgBoPToT+3atbF+/XrExsaievXqcHZ2RnZ2tth3mF3DKA/Mwf4B/2RAe/LkCRYuXIjq1aujXr16MDQ0RJs2bfhQEjYolh+h7jIyMuDr6wtLS0usWrUKUVFRUFFR4c+NCQSCH+qZDYYV4+TJk8jJyUFmZiYaN26MCRMm8NeE/btHjx5lIjgYFePq1atQU1PDxo0bAQCRkZHgOI7PpAwAERER6N27N+rXr88yJ0uQ5ORkjBs3Ds2aNUNMTAyys7Oho6ODSZMm8fcInYuCggJ8+/ZNSpJWPbZv3w5nZ2cApY60gYEBRo4cyV8Xrc4hHH8Y5UN0vhSG4X/58gXLli2Dqqoqli9fzl//+vUr1q5dC1dXV7GyUMy2KR9CvaWnp2Pq1KmwtraGp6cnlJWVER4eLnbP9wsZTOflQxiBAQCbN2/mIxzfvXuH7Oxs2NjYYPHixQBKFz+MjIzAcRy8vb0BsOOGjIrBHOz/wdixY7Fs2TKx0JDvX7hHjx7h1KlTOH/+PCudIEGEE8qXL18wffp0mJqaguM4hIaGAmA6/lXcvXsXHMfh4cOHAErDqRQUFMR2k0pKStC6dWssWrRIWmJWKYR9ffny5fDw8AAAvHz5Eg0bNhQLD8zOzkZKSgoCAgL48HyG5Pjzzz8xbtw4NG7cGEpKSpg6dSp/jRm4kkc4lwYGBmLo0KHIzc2Frq4uRo4cyev7+PHjCAoKEjsawSgfon140aJF6Nu3LxISEgCUOttLliyBqqoqVq5cCaD09/H19YW3tzcLk5UQwj6fnp6OadOmoW7duujatSt/nW0OSI7bt2/D3Nwc69atw5QpU8BxHJ48ecJfT05ORr169XDz5k0ApQt5ffv2xblz59h4z5AIrG6RCAD4UgiJiYkUGxtLe/fuFSvvJFoqAQA1a9aMmjVrxreVlJSwclASQEZGhgQCAdWqVYtmz55NcnJyJBAI6MOHDwSA5OTkWJkKCSDa54mI1NXVSU9Pj//cqVMnWrZsGfn5+dHly5dJS0uLnj9/Trm5uTRz5kxpiFypES0RUlRURPLy8lRYWEiKioqUnp5OhoaGlJOTQ7a2tuTm5kYhISFERHTkyBH6+PEjDRs2jGbNmsXK5PwCmjdvTuPGjSMioqioKDIxMZGyRFUb4bhjYmJC/v7+dODAARo9ejQFBgby1+Li4igjI4NGjBghTVGrBMIxw9/fn3bs2EGrVq0ibW1tIiLS0tKiUaNGEQAKCAggAOTr60uBgYH8HMFsm4rDcRwBIHV1dZo1axYREV25coUWLVpE8+bNI1lZ2TJzMqN86Orqkr29PS1btoxyc3Pp/v371KRJE75kq5aWFtWqVYsCAwNp8uTJtGjRIpKVlSV7e3uSkZFh9iWjwjArTQThoLZu3Trau3cveXt7k52d3f95vyjshZQcQidbTU2N/P39qUuXLnTixAlauHAhAWC6lgDCPpybm0tERPXr1ycNDQ06f/48ERGpqKjQmDFj6Pz581StWjXKy8sjMzMzunfvHr/IwfjnyMjI0KtXr+jz588kLy9PcXFxtHr1aiIi0tfXp1WrVpGBgQH16dOHNm7cyP8+MTExFB8fT3l5ecy5/oU0b96cxo8fT+7u7rRixQrasWMHERHTuQTA/6/ne//+fTp+/Dg9ffqU8vPzydXVlaZPn05FRUVkZWVFRUVFlJqaSjNnzqQDBw7QvHnzSFlZWcrSVw1OnjxJO3fupMOHD9OAAQOoTp06lJaWRomJiSQjI0MzZ84kf39/8vf3p127dhHRX04hm28lg1CftWvXppkzZ5KNjQ2dOHGCpk+fzl9nlB+URuaStrY2NW/enLKzs6l+/fp05swZIiLeblFVVaXp06fT48ePadCgQVRQUECHDh3i7U7W3xkVhS1Hfsfnz5/p4sWLFBsbSwMHDiQi8V0nxu9F1MmeOXMmycjI0M6dO6levXo0fPhwaYtXJQgICKBz586Rjo4OGRgYEBFRRkYG5efnk6KiIikpKVH79u2pffv2Yt8TrgQz/jl5eXk0ZswYevToEc2dO5eGDx/OG7IjR46kGzduUHR0NPn4+JCsrCx9+/aNli5dSkePHqULFy6QkpKSlP+Cqo+hoSGNGzeOZGVlydfXl+Tk5Kh///7SFqvSw3EcRUdH08iRI0lGRoa0tLSod+/e5O/vT76+vpSTk0NeXl7UpEkTUlZWpszMTDp9+jQZGRlJW/QqQ25uLhkYGFDTpk3p3r17FBUVRTt37iQiImNjY9qyZQuNHDmS6tWrR3379uW/x5w+yfL9Tra/vz9lZWWx3esKImqrZ2VlUceOHenChQu0e/du2rNnDxUUFJCfnx/vPPfv35+6d+9OHz9+pCZNmpCMjAyzaxgSg4NwWfk/yo8GtMTERFq7di3t3buXzp49S7a2tszJ/g0Ifwvhv6I6F/7/y5cvFBkZSaNGjWIrjBIiLCyMcnNz6dSpUyQvL0+HDh2i4uJi6ty5M6WlpZGlpSVpampSv379yNDQUNriVmoEAgE9fPiQevfuTW/evKGgoCAaN24cHy5+69Ytmj9/Pp07d45MTU1JUVGRXr58SYcPH6aWLVtKW/z/FA8ePKCIiAgaPXo0NWrUSNriVGoA0Ldv38jT05MGDBhADg4OFBwcTBcvXiQLCwtatmwZKSsr06VLl+jFixdUp04dMjMzI11dXWmLXmn5fj4lIjp37hw5OTlRt27d6Nq1a9S1a1eyt7enatWq0axZsygyMpLatm3LP4M5GxXnfznNwmuZmZmkqqpa5vdi/HNE7cXFixdTfHw8rVu3jgwMDCglJYWWLVtG8fHx5OnpyUcLLF68mAYPHkz169cv8wwGo6L8px1s0ZcpJyeH8vPzSV1dnYiIXr58Sb6+vnThwgU6fPgwtWvXjr18vxjhxPLo0aMfOnLf65+dkfl5vtfhjybzlStX0tq1aykoKIji4+MpLS2NUlJS6NSpU6z/S4CUlBRq3749FRcXk5qaGp09e5Y0NDT46yUlJRQZGUnv378nHR0dsrOzI319fSlKXPUQOg7CKI2/o7CwkBQUFH6jZFUL4fiSm5tLMjIyNHjwYFq9ejXp6emRQCCgwMBAio2NpdatW9OSJUtITU1N2iJXCUTH+ezsbFJSUiKO40hGRobi4uLo5s2b1LJlS+rQoQNpaGjQ169fycHBgYKCgsjR0VHK0lcdhP1/37599O7dO5o2bdrf3kPEHDxJIDzeEBAQQI6OjtSgQQMiInr//j2tWLGCrl69SkZGRpSRkUG3b9+m9+/fMzuS8Uv4zzrYooPa0qVL6eTJk/T69WuysLCgcePGkYODA71584b8/f3p/PnzFBcXR23btmWri78IoV6jo6PJw8ODbt++Ta1atZK2WFUK0ck7JCSEnjx5QsnJyTRx4kQyMjLiJ6LY2FiaP38+JSUl/c9nMMoHAHr79i1lZGTQqFGjKCcnh86dO0eampq848fGmV+HcGHu1atX5OzsTNHR0WRqaiptsaoshw4doqVLl1L16tUpLS2Nbty4QTVq1CCi0oWOVatW0dGjR8nAwIA2btxIKioqUpa4ciM6Rq9du5ZOnz5NhYWFZGJiQkuXLiUlJSUqKCigatWqUVFREeXn51OfPn0oKyuLLl68yJwNCRMdHU0DBgygFStW0MSJE6UtTpXizZs3/O4zUWmOAR8fH4qKiuIjMbKysuj169dkampKmZmZtHnzZrp8+TIpKSnRrl27SF5entk1jF/Cf7ZHCY3X+fPnU1BQEPXq1YvmzZtHr1+/plmzZtHu3btJX1+fAgICyNnZmaytrenBgwfM6P1FcBxHR48epUGDBlFwcDBzrn8BollkFy1aRIqKitSgQQMaPHgw/fHHH5SdnU1ERG3atKH3799TfHw8CQQCIvorcQibhH4e4RrmvXv36MSJE3Tw4EFSVFSkFi1a0IYNG0hFRYU6duxInz9/Jjk5OVqzZg0tX76ciouL6T+6/vlLkZWVpTdv3pC1tTXZ2tqybOG/AGG/TUxMJC8vL7K3tyd1dXVKS0ujPn36UE5ODhGVJhyaPn06dejQgT58+MC3M8qPcIyeOXMmLVu2jDp27EgdO3akU6dOUY8ePSgvL4+qVatGOTk5tHTpUnJzc6O0tDQ6f/48ycrKssSVEiQhIYEmTZpEa9euZc61hBk/fjz98ccfRPTXeJOamko6OjrUtm1bSkhIoEWLFlHr1q3J2tqahg8fTgoKCjR16lQ6dOgQRUZGkry8PBUXFzO7hvFrkHzlr8qBQCDA69evYWJiggMHDvDtmZmZ8PDwQJs2bfhas4mJiZg/fz6rUfgLycvLw8SJExEeHi5tUaokwvqbZ86cQcOGDXH37l0AwI0bN8BxHCIjI/n7MjIyoKysjJMnT0pN3qpGVFQUtLS04OjoiHr16sHBwQGbNm0CAFy5cgW2traoXbs2Bg4cCI7jcO/ePSlLXHUpLCzE+PHjMXbsWP69YEie+Ph4xMXFYcWKFQBK9R4WFgYrKyv07t0bOTk5/L3FxcVIT0+XlqhVjoMHD8LIyAg3btwAAMTGxqJGjRrQ1taGlZUVcnNzAQBHjx7FrFmzWJ3rX8Tr169x8eJFaYtRJTl06BAKCwsBgB87bt++DY7j0KVLF+jo6GDIkCEIDw/Hvn37ICsry9e8FsLGf8av5D/lYH9fPP7Dhw9o0KABoqOjAQAFBQUAgNzcXNStWxfz5s0r8wzmZJePK1eu4M6dO//znuzs7N8kzX+DjRs3IiEhQawtNjYWjo6OAIA9e/ZARUUFwcHBAIBv377h9u3byMnJweLFi5mxJSFu3boFTU1NMYea4zje8QCAZ8+eYfr06fD29saDBw+kJep/hlevXklbhCpNeno6zMzMwHEc/Pz8+Pb8/Hxs374dlpaW8PLyEnOyGZIjJiYGM2bMAAAcPnwYtWvXxvr16xEbG4vq1avD2dm5zHzLbJufQ9SezMvLK3OdOW+/hu/1umPHDjg7O+Phw4cAgJMnT2Lo0KHYs2cPPnz4AKB048zS0hLXrl377fIy/rv8pxxsISdPnkROTg4yMzPRuHFjTJgwgb8mXBHr0aMHJk+eLC0RqxRbt25FgwYN8McffyAzM1Pa4vwnuHXrFuTl5TF8+HAxhy0kJAQtWrTA6dOnoaqqio0bN/LXDhw4gJEjR+LTp098G3OyK8727dvh7OwMoNSRNjAwwMiRI/nrb9++5f8vHH8Y5UdogKWkpODLly9Slua/SWFhIeLi4mBlZQUTExMxo7igoAARERFo0qQJBg8eLEUpqwZ//vkn///NmzfjxYsXAIB3794hOzsbNjY2WLx4MQAgLS0NRkZG4DgO3t7eAJgjWB5Enes1a9YgKChIbBxn/D42bdoEGxsbeHl54dGjRwD+WiwqKipCVlYWXF1dYW1tXWaTjcH4lfznDh4kJCSQi4sLvXr1ilRVVWn58uW0adMmCgwMJCLiEx68e/eOateuLWVpKz8xMTE0adIkWrZsGU2YMIFUVVXL3AN2zlTiWFhYUHR0NJ0+fZrWrFlDDx48ICKifv36kUAgoE6dOtGKFSto7NixRERUUFBAERERlJubK5bRmpVoKT/Cfp2enk716tWjvLw8sre3J2dnZwoJCSEiohMnTtCBAwcoMzOTiErHH0b5wf9PDhcXF0d9+vShM2fO0Ldv36Qt1n8OeXl56ty5My1YsICKiorI3t6eP9uroKBAffv2pQULFtCCBQukK2gl586dO9S/f3/6448/aOrUqTRq1CgqLi4mIiJdXV16+/YtvX79mpydnYmIKD8/n8zMzOjs2bO0bds2ImI1rn8G4ZguPLPr5+dHy5cvJ2Vl5TLVBphdI3mEOWFEGTlyJI0YMYI+fPhAs2fPpkePHpGsrCzl5eVRWFgYubq6UlpaGl24cIFkZGR++AwG41dQ5bOI47tsvG/evKH27dvT8ePHycjIiL59+0ZbtmwhPz8/cnV1JS0tLXr+/Dl9+vSJ7t27xxyMcgKABAIBTZgwgerUqUPz58+np0+f0p49e+jVq1dkZGRE/fr1o3r16klb1CqHaJ8/cuQIjR07ljp16kRTpkwhY2NjioiIoMDAQKpfvz4tWrSIXr9+Tdu2baN3795RQkICy2ItYY4fP05du3alGjVq0OjRoykwMJDX7ZgxYygjI4O2bt1KysrKUpa0ahAXF0cDBgyguXPnUv/+/UlPT0/sOuvbkkWoz9u3b9Pt27eJ4zhq164dmZmZUUFBAZ0/f558fX2pdu3adP78eZZQSIJ8+PCBli9fTvv27aPc3Fy6du0aGRsb89UIvnz5Qg4ODtS0aVOaPHkyLVq0iGRlZeno0aMkIyPDSl1WgO3bt9PMmTPpzJkzfBWCgoICysnJ4TdnWHZqySGqy7NnzxJR6djj5ORERES7d++mzZs3k6amJi1ZsoSaNWtGR44codu3b9OcOXNITk6O1XVn/F6ksW0uDUTPerVq1QobNmzgP+fm5uLSpUtwd3dHv379MGHCBD40lp1LqhgdOnTAxo0b8eLFC+jp6aFr167o3bs3VFRU0KVLlzJnhBkVQxjuJ9pv4+LioKenBx8fHzx79gxFRUWIjY2FlZUVateuDQsLC3h6evLhyazPlw+h7u/du4djx47hyZMn/Nk8X19fVKtWDQcOHEBBQQFSUlIwY8YMqKur82fHGBXn3bt3MDY2xh9//AGgNFT527dvOHv2LBITE6UsXdVD2OejoqKgo6MDS0tLODg4oFatWjh9+jSA0pDw48ePw9zcHGZmZixMUwIIBAJe96GhoVBWVoaJiQnWrl3L31NcXIyioiJERETAxMQEDRo0gJ2dHT/Os9/hn+Pk5ISIiAixtoULF2LgwIEAgCdPniAkJASGhobo2LEjAgICpCFmlUX0GMOUKVOgrq4OXV1d1KpVC25ubnj//j2A0vPYDg4O8PLyEjs6ATC7hvH7+U842IsWLYKDgwP69euHWbNmoVWrVggICPhhYgpR2PnTilFQUICuXbti5syZCAsLw7hx4/hB7tmzZ9DX18fQoUOlLGXVQdRgEiawEbZFR0dDT08PQ4cO5bPjA8CjR4/w9etXfgJjfb5iREVFQV1dHZqamjA2NsbcuXORnZ2NT58+YezYseA4Dk2bNkWrVq3QqFEjPps7QzKkpqbCysoKMTExSE9PR0BAAOzs7KCuro6mTZsiJiZG2iJWOS5fvgwNDQ0+iZ8wk6+8vLxYAtG4uDi0a9eOJZirIKLjfGZmJp4+fYrbt29jypQpsLS0FEueCJSO6RkZGXj06BH/XTbO/3MyMjKwZcsWPgmukGnTpkFbWxszZ86Eubk5evfuDX9/f4wePRqtW7dGSkqKlCSuWog61wkJCTAyMkJ8fDwePXqEmzdvon79+rCxseFtnoiICBgbG2P27NnSEpnBAABU+RBxIqKwsDDKzc2lU6dOkby8PB06dIiKi4upc+fOlJaWRpaWlqSpqUn9+vUjQ0NDaYtbpTh48CANGDCA6tevT/369aNFixbxYWmHDx+mwYMH071796hevXosbLMCQCTsdcWKFXTmzBmSl5cnY2Njmjt3LqmqqvLn4Tt16kQTJ04kMzMzsWewcLbyA4C+fftGnp6eNGDAAHJwcKDg4GC6ePEiWVhY0LJly0hZWZkuXbpEL168oDp16pCZmRnp6upKW/QqxadPn/hw/ISEBOrYsSPZ29uTjY0NTZs2jRwdHWn+/PnSFrPKkJ+fT6tWraLCwkJatGgRvXv3jmxsbMjJyYlkZWUpLCyMjhw5Qp07d6bCwkIqKiqiGjVqSFvsSovoGL148WKKj4+ndevWkYGBAaWkpNCyZcsoPj6ePD09afr06fx9gwcPpvr165d5BuPnCAwMpNzcXD53wNChQyklJYW6detGHTt2pObNm9OFCxdo+vTpdOjQIapbt650Ba5CbN++nY4dO0YqKioUFhbGt3/8+JHMzMyoe/futGXLFiIiOnnyJD8GMRhSQ7r+veT5PuzpRxkyAwMDUbduXURGRmLq1KkYNGgQOnbsyEKmfgFpaWkYM2YMFBUVy2RlP3LkCNq2bYusrCwpSVc1EO3jq1evhoqKChYuXIjBgwejZcuWaNSoET5//gygtHxLgwYN4O7uzmebZZQfoe5zcnKQl5cHT09PvHnzBkDpWLRs2TJYWVlh7NixyMjIkKKkVQ+h7p88eYIbN27wNX9TU1MREhKC4OBgfP36lb+/S5cuLHSzgmRmZuL58+d4/vw533bv3j1cvXoV2dnZaNeuHZ8h/8aNG+A4DhzH4dChQ9ISuUri5+eHunXrYtu2bXj58iXf/u7dO0yYMAGtWrXCwIED0bVrV9SpU4eFx5YTUZswNzcXs2bNgpKSEpYtW8a3i1ZGKSgoQJcuXeDm5says1eQgwcP8nWr09PT4ePjA01NTb4iB/BXebSQkBAYGRmViRpg/Z4hTaqUgy06GAYHB2Py5Mno3Lkzjh49KjYJxcTEwMzM7P98BkMy3LlzB3379gXHcVi+fDmePXuG9+/fo2fPnujRowebiCqAqO7i4+MxcOBAMWM2KSkJ1tbWMDU15fMQ7N+/H7169WJ9XUIIyxF16NABJiYmYvVli4qKsGzZMtja2mLQoEFsMUlCiJ791dPTg4WFBXR0dNC9e3f+7K+Q3NxczJgxA5qamnj8+LE0xK0SJCcno2fPnnBxcRE76yskISEBbdq04XMKJCcno2/fvpg9e3aZ85CMf87r16/FPp84cQJ169bF9evX+bbMzEzcu3cPAPD161cEBgaiW7du8PLyYmeuy4movj5+/AgA+PLlC5YtWwZVVVUsX76cv/7161esXbsWrq6uMDMzYzqvIJs2bQLHcTh//jzf9ujRI4wfPx7y8vJi5UWB0rBwQ0NDfiOBwfg3UKUcbCF+fn7Q1tbGjBkzMGrUKKirq2PKlCn49u0bgNJVXnV1ddy8eZMfAEWThjB+jn8yiTx58gQLFy5E9erVUa9ePRgaGqJNmzZsIions2fPFjvLeODAAZiZmUFfX59f9QVK9XrlyhUYGxtj3759ZZ7D9F4+hGNFQkICqlWrBj8/P3h4eKBOnTro2rVrGSd77ty5cHZ2RmpqqrRErnJcvXoVampqvLEVGRkJjuPEElhGRESgd+/eqF+/PjvvXgHu3bsHHR0d+Pr64sqVK3x7cnIyP4acPHkSHMfh1q1bAIA5c+agc+fOYu8C4+cYN24cpk2bBuCvMScsLAytW7cGANy9excLFy5E48aNoaysjGHDhiE3N5ffuWO5NcqH6Ly4aNEi9O3bl0/I+vHjRyxZsgSqqqpYuXIlgFI9+/r6wtvbm9c103n5CA0NhZycHGJjY8tcS05Oxrhx46Cvr4+1a9fi69evePv2LTp16gQnJydmwzP+VVQZB1v4Yp05cwYNGzbkjSlhmFpkZCR/X0ZGBpSVlXHy5EmpyVsVGTt2LJYtWyY2sXw/4D169AinTp3C+fPneSOATUQ/x7Fjx+Dj4yOmt3fv3sHT0xPy8vLw9fUV03tWVhYaNWoktuLOqDjx8fGIi4vjkwoVFhYiLCwMVlZW6N27t1jlguLiYqSnp0tL1CqF0Phdvnw5PDw8AAAvX75Ew4YNMWrUKP6+7OxspKSkICAgQCyxH+PnePXqFRo0aIApU6bwC6IAEBQUBBMTEwQHB/O/ibu7OziOg4WFBVRUVFjm9gpy6NAhXufC8UOYRK5Lly7Q0dHBkCFDEB4ejn379kFWVlZsgRX48TE5xj9DuFmza9cuscXR9PR0LF68GKqqqggMDOTbf1TFg/HP2bJlC+Tl5cs41/PmzeN1+/jxY4wZMwYcx0FHRwfe3t7o1KkTHy7ONg0Y/xYqtYO9cePGMmWeYmNj4ejoCADYs2cPVFRUEBwcDAD49u0bbt++jZycHCxevJg5dhXk++yOdevWxcWLF//R/ULYRFQ+hJPIwYMH+dDAT58+oU+fPmjdurVYCFVeXh7MzMywevVqqchaFUlPT4eZmRk4joOfnx/fnp+fj+3bt8PS0hJeXl5iTjbj5xE1loSOhtCQmj59OubMmYPs7Gzo6upi1KhR/Bhz+PBhbN26tcwzGD9PUFAQOnTogLS0NL5tzpw5UFNTg7W1Ndq3b4/NmzdDIBAgJycHYWFhWL9+PVvUqADfz5U7duyAs7MzH35/8uRJDB06FHv27MGHDx8AlIaJW1pa4tq1a79d3qrIiRMnoKOjw0dkCAQCfPr0CQkJCfjy5QtKSkqwZMkScByHnTt38t9jCxrl48qVK2UikADA09MTWlpaYgscz549w4QJE9C0aVMsXryYb8/Pz/9t8jIY/xeV1sG+desW5OXlMXz4cDx48IBvDwkJQYsWLXD69GmoqqqKORoHDhzAyJEj8enTJ76NOdkVZ+3atfDz88OsWbOkLUqVR3QH6fHjxzA2NkavXr34M46pqanw8PBAo0aN4O7ujoCAAPTs2RNNmzZlfV2CFBYW8mevTUxMxIyqgoICREREoEmTJhg8eLAUpawavHz5kt+9i42N5Q2q9evXQ1FREZqampg6darYYp2Pjw9GjhyJ3NxcqchclejZsyfc3NwA/LVY4enpiUuXLuHbt28YOHAg2rVrh/Xr1zPn4hexadMm2NjYwMvLC48ePQIAsQiwrKwsuLq6wtrami0oSYjo6GhYW1sjMzMTSUlJmDdvHgwMDGBgYAA3NzekpqYiLS0NERERbG6VAJ8+fULr1q1hbm7O5x1wd3eHqakpfxxOtG8/ffoUEyZMQLNmzRAeHi4VmRmM/0WldbCB0l0KfX19DBs2DPfv3wdQmmzC1NQUHMchJCSEvzc/Px9ubm4YOHAgMwIkSHp6Onr16gWO4zBo0CAAbMfoVyGarfTgwYMQCASIiIiAo6MjPDw8+N2NDx8+oF+/fpCTk4OLiwvWrFnDf49FDEiO/Px8HD9+HM2aNUP79u3FdFtQUIDdu3ezTO0VJDc3Fy4uLmjQoAG2bdsGjuOwe/duAKU6HjBgAJSUlPhF1qysLMyYMQN16tRBcnKyNEWvMvTu3Rt2dnZ/e/3Lly8wNTXFsGHDfqNUVZe/mz/Dw8NhZ2cHd3d3vm/n5uZi8+bNsLGxgYWFBctpUk6ENqGobXj27FlwHIfu3btDQ0MDQ4YMwfbt27F7927o6+uLJZkD2GaNJPj8+TPatGkDU1NTdO7cGWZmZryzLfobCSMlHz16hMmTJ0NLS0ssioDB+DdQKR1s0UHw8OHD0NPTw7Bhw3gjKzw8HEZGRnBxcUF8fDwOHDgAFxcXmJiY8IMgc7LLx4/0lpCQgCFDhkBBQQGXL18GwCZ4SXP8+HE0b94c2dnZmDx5MrS1tflIjPDwcNjb24s52Z8+fYKnpye6dOnCh8oCrN+XB6HObt26hZCQEISGhiIpKQnAX062iYkJ7OzsWL+XMCUlJbh37x4aN24MBQUFPnxQ6EjEx8fD1dUV1apVg4WFBWxtbaGrq8sSmkmQadOmQV1dHRcvXuTfBWE/Ly4uRnFxMQYMGMByPEgA0fHjzJkzOHPmjFhW/F27dvFOtnAn+/Dhw5g/fz5LrlVORHX+7ds3FBcX822xsbGYOXMm9u/fzx+RyMjIQIsWLXD27FmpyFvVSU9Ph5OTEziOw7lz58pct7Ozg7OzMz8WPXz4EH5+fnj27NnvFpXB+J9UOgf7R0kk4uLioKenBx8fHzx79gxFRUWIjY2FlZUVateuDQsLC3h6evJGGdvFKx+iE1F2drZY0qYXL17A3d0d6urq/Bkw5mxUHOF500+fPsHIyAh6enpQUVHhIzaECJ1sT09PPlw8JSUFHh4esLe3x/r163+77FUB0XJQOjo6sLS0hIODA2rVqsUbvgUFBTh+/DjMzc1hZmbG+r2Eef/+PRo2bIj69evDzMxM7CwwUDqe79q1CytWrMCOHTvEsuszKk5aWhp0dXVhbW2NhIQEfh4VvhszZsyAgYGBWG1sxs8juvg5ZcoUqKurQ1dXF7Vq1YKbmxvev38PoPQ8toODA7y8vMqUP2O2zc8hOlavWbMGXbp0gZOTEyZPnswfLxGe6y0sLORD8W1sbJiufyFpaWlo164djIyMxCKRunTpgmbNmokdlQNQ5jOD8W+gUjnY3zt4om3R0dHQ09PD0KFDxZKrPHr0CF+/fmXlKiqI6OS/ZMkS2NnZQV9fH+7u7jh37hwEAgFevXqFPn36QEtLiw+fYjum5ad3795YsGABvn79CqA0SzvHcWjevDnvZIjqNzw8HI6OjnB0dORDkz99+oROnTrB1dWVfw7j57h8+TI0NDSwadMmAH9l8ZWXl0d0dDSAUic7Li4O7dq1Yw6ehBEIBHj9+jUSExP5M+/C6A0WkfRrEer39OnT0NLSgpmZGdatW4fU1FTExsZi7NixUFFRYREDFeT7hKFGRkaIj4/Ho0ePcPPmTdSvXx82Nja83RMREQFjY2PMnj1bWiJXKWbMmAEtLS2sXr0ay5Ytg5GREZydnXknOzs7GwsWLICdnZ1YKD5zssvH9+P1j8bv9PR0WFpawtjYGI8fP4abmxuaNm3K657Z8ox/O5XGwRZ9AZcvXw4nJye4urpi+vTp/NlUoZM9bNgwPoRTFLazVHHmzZsHdXV1rFmzBtu2bYOFhQXatm3Ln3958uQJBgwYAI7jyuyyMn6OuXPnQlZWls/+nZiYiHPnzqFly5YwNzfnnWjRiSY8PByjR48W6+ufPn3Cu3fvfq/wlZAfTfJ5eXkICAjA3LlzAQBv375F/fr14ePjgxEjRkBOTg4nTpwAUOpks5q/FUf4OyQlJeH48ePYv38/Pn78CKA0TL9du3YwNTXlI2iCgoKwdOlSFBUVMUdbggidh4KCAgCl40+rVq1Qo0YNcByHBg0awMnJia9iwKg427Ztg7u7O7y9vcXaP3z4AC0tLQwfPpxvO3HiBHPwJMDBgwdhZGSEGzduACgNC69Rowa0tbVhZWXFO9lHjx7FrFmzWCi+BPm/FubS09PRrl07cBwHIyMj5lwzKhWVwsEWNZpWr14NFRUVLFy4EIMHD0bLli3RqFEjfP78GQAQExODBg0awN3dnSUYkiDCXSQTExMcOHCAb8/MzISHhwfatGnDRw4kJiZi/vz5bPIvJ6L9feXKleA4DitWrOAn+pSUFJiamopl2wSAzZs3i+m8pKSELSr9Q4R6yszMxPPnz8XCXe/du4erV68iOzsb7dq1w8iRIwEAN27cAMdx4DgOhw4dkorcVZWoqChoaWnB0dER9erVg4ODAx9BcOXKFdja2qJ27doYOHAgOI5jTp6EEI4fwn9fvnwJc3NzPrdDQUEBHj58iFOnTuHt27csKqaCHDx4kK9bnZ6eDh8fH2hqasLZ2Zm/R3hMKCQkBEZGRkhJSRF7BptnK0ZMTAxmzJgBoPQ8e+3atbF+/XrExsaievXqcHZ2LrNwynRecaKjo2FhYcH3779bHP348SP8/PyYc82odPzrHWzRly4+Ph4DBw4UM2aTkpJgbW0NU1NTvubs/v370atXL+ZcVJDv9ffhwwc0aNBALCwWKM1kWrduXcybN6/MM9hE9PMIBAKxfr906VJwHIdVq1bx0Rqpqalo0aIFjIyMEBkZCScnJ3b+t5wIdZacnIyePXvCxcUFa9euLXNfQkIC2rRpwzsbycnJ6Nu3L2bPnl3mLCSj/Ny6dQuamppiDrVwkUnIs2fPMH36dHh7e4uVaWT8HK9fv8a+ffuwbt063tAVGrCvX79G3bp1MXLkSAgEAja2SJhNmzaB4zicP3+eb3v06BHGjx8PeXl5sRKjQGlYuKGhIb+ZwPh5RMfpzZs385sw7969Q3Z2NmxsbPgygGlpaTAyMgLHcXxEAYuQkRwvXryAkpKSWLWf/wvmXDMqE/9aB3v27NliZxkPHDgAMzMz6Ovr8yu+QKlxfOXKFRgbG2Pfvn1lnsOMgopz8uRJ5OTkIDMzE40bN8aECRP4a8JVxR49emDy5MnSErFKImoMLF++HBzHYeXKlfyuUWZmJuzs7NCqVSt07NiRlWgpB0Jd3bt3Dzo6OvD19cWVK1f468nJyfw9J0+eBMdxuHXrFgBgzpw56Ny5MwsLlzDbt2/nd/CePXsGAwMDPmoAKA3TF8KS25SfpKQkGBgYoHXr1lBTU4OhoSEfJZOXl4dOnTphzJgxzKn4BYSGhkJOTg6xsbFlriUnJ2PcuHHQ19fH2rVr8fXrV7x9+xadOnWCk5MT+z3Kye3bt2Fubo5169ZhypQp4DgOT5484a8nJyejXr16vH359u1b9O3bF+fOnWNzagUR6k/Yd4Xj9vz589G9e3ekpaWxfs2ocvwrHexjx47Bx8dHbLXq3bt38PT0hLy8PHx9fcVexqysLDRq1IiVCfkF3L17FxzH8bt2Bw8ehIKCgthuUklJCVq3bo1FixZJS8wqx86dO9GqVSuxcHxRJzsjI4Nvf/XqFUviVwFevXqFBg0aYMqUKWIOW1BQEExMTBAcHMwbCO7u7uA4DhYWFlBRUUFiYqK0xK5yCPtwYGAghg4ditzcXOjq6mLkyJG8/o8fP46goCAWmlxBEhMToaSkhNmzZ+PDhw948uQJdHV1xcab58+fM8fiF7BlyxbIy8uXca7nzZvHvwOPHz/GmDFjwHEcdHR04O3tjU6dOvFRBux3+XlSU1MxadIkaGtrQ1VVlY98Ec6Znz9/hqmpKdzd3XH58mU4OzvDxcVFrCQdo2K8fPlS7PPhw4ehrq7OkuIyqiT/Sgcb+GsCOXjwIH++7tOnT+jTpw9at24tFj6Vl5cHMzMzPhkUo/x8P8C9fv0a9evX5x3srKwsrF69GrKysnBzc4OPjw/s7e3RvHlz5txJkBcvXsDGxgbOzs44ePAg3758+XLIyMhg9erVYmXSAGZ0/SzCvh4UFIQOHTrwmamB0t1pNTU12NjYoH379ti0aRMEAgFyc3MRFhaG9evXi1UrYEiOY8eOgeM4KCsrY/r06WJj0ujRo9GnTx98+/ZNihJWbp4+fQpFRUXMmTNHrN3W1hazZ8/GoEGDsGfPHrx580ZKElZdhMcdhPXchXh6ekJLSwupqal827NnzzBhwgQ0bdqUD1sG/iobxfhniB65Cg0NhbKyMkxMTMSOARUXF6OoqAgREREwMTFBgwYNYGdnx6LCJMjBgwehqqqKKVOm4PLly3z7oEGD0KFDBzamM6oc/zoHW3QH6fHjxzA2NkavXr34cNnU1FR4eHigUaNGcHd3R0BAAHr27ImmTZsyB0+CCM+zA0CrVq3EDILc3FxcunQJ7u7u6NevHyZMmMDrnq3y/jx/N3m/fv0a9vb2cHR0FHOyAwMDwXEc9uzZ87tErNL07NkTbm5uAP76LTw9PXHp0iV8+/YNAwcORLt27bB+/Xq2wi5BhLq8d+8ejh07hidPnvA7dL6+vqhWrRoOHDiAgoICpKSkYMaMGVBXV+cX+xg/T0lJCWbOnAlNTU2sWbOGb1+2bBlkZGTQt29fWFlZQUFBAZMnT2bHHyTMp0+f0Lp1a7EEle7u7jA1NeWPxInOB0+fPsWECRPQrFkzhIeHS0XmyoyoLjMzM/H06VPcvn0bU6ZMgaWlpVgkHlC6m52RkYFHjx7x32V2pWS4d+8eIiMj0bJlS7Rp0wYdO3bEjRs3EBwcjG7duvGVf9hiBqOq8K9ysIUJnIDS1S6BQICIiAg4OjrCw8ODN6w+fPiAfv36QU5ODi4uLmKGAnPwKs6iRYvg4OCAfv36YdasWWjVqhUCAgJ44/fvYBNR+RA6GgcOHMDFixfFrr169Qp2dnZo27Yt4uLi+PadO3cyfUuI3r17w87O7m+vf/nyBaamphg2bNhvlOq/QVRUFNTV1aGpqQljY2PMnTsX2dnZ+PTpE1/3vWnTpmjVqhUaNWrE6i1LgPfv32PSpEmwsrJCSEgIVqxYAU1NTRw/fpw3bsePHw8VFZUyIZ2MivP582e0adMGpqam6Ny5M8zMzHhnWzgXCAQCfi549OgRJk+eDC0tLb4cJuP/RtRRCwgIQLdu3fikZu/fv8f48eNhaWmJlStXit0nWpmDOXvl43/p7ePHj7hw4QJcXV3Rtm1bWFlZgeM4TJky5TdKyGD8ev41Dvbx48fRvHlzZGdnY/LkydDW1uZDNsPDw2Fvby/mZH/69Amenp7o0qULtm7dyj+H7TBVnO3bt2PDhg3o3r073N3dIS8vD47j4OLigtatW2PMmDGYN28ekpOTpS1qpSYpKYkP805JSYGmpia6du3Kn0cSIrzm6OiIHTt2iF1jTnbFmTZtGtTV1XHx4kV+/BA9d1dcXIwBAwawHA8SRCAQIDMzE506dUJERARev34Nf39/tG3bFuPHj+fDBS9evIiwsDAcO3aM1XKXIKmpqRg/fjyaNWsGWVlZnD17FgDEav42bNgQjx49kqaYVZb09HQ4OTmB4zicO3euzHU7Ozs4Ozvz49HDhw/h5+eHZ8+e/W5RKz1+fn6oW7cutm3bJrZg9O7dO0yYMAGtWrXCwIED0bVrV9SpU4dt0lQQUec6NDQUEydOhKenJ86fP48vX76I3XvmzBmsW7cOenp6aNKkCe7cufO7xWUwfhlSd7CFu6KfPn2CkZER9PT0oKKigvv374vdJ3SyPT09+XDxlJQUeHh4wN7eHuvXr//tslcFvl9p/NECRWBgIOrWrYvIyEhMnToVgwYNQseOHdnqbgWIiYmBkpISxo0bhw8fPgAozXJqZGSEHj164Nq1a2L3Ozs7Q01NDVOnTpWGuFWatLQ06OrqwtraGgkJCfwxFeG7MGPGDBgYGIjVxmaUD6FOc3JykJeXB09PT/6sb0lJCZYtWwYrKyuMHTtWLJEfQ/J8+PABEydOhJmZGVatWiV2TbjD/b1BzJAcaWlpaNeuHYyMjMQWq7t06YJmzZqVyZDPMub/34juPgPAiRMnULduXbFF68zMTD6vz9evXxEYGIhu3brBy8uLnbmWIP7+/tDU1MSkSZPg4uICExMTBAQEIC0trcy9SUlJaNasGTZv3iwFSRmMX4NUHezevXtjwYIFfEZYYUhg8+bN+ZdQ1OELDw+Ho6MjHB0d+VCfT58+oVOnTnB1dWWZZX8S0UkkODgYkydPRufOnXH06FGxld6YmBiYmZn9n89g/DPy8/Ph4+MDjuPg6uqKCRMmICUlBQBw584dNGvWDD169ODLRRUXF2P06NE4e/Ys07eEEUYAnD59GlpaWjAzM8O6deuQmpqK2NhYjB07FioqKiw0WYLExcXBysoKHTp0gImJidg536KiIixbtgy2trYYNGgQsrKypChp1Ue4k21lZcVHaAQEBEBZWZk/E8koH98vVv9o8To9PR2WlpYwNjbG48eP4ebmhqZNm/KOHotQ+ueMGzcO06ZNA/CXrsPCwtC6dWsApRVRFi5ciMaNG0NZWRnDhg1Dbm4uv2PNKnFIju3bt6NBgwb8jvS5c+d4237evHn8wl1xcTFv00ydOhX29vb/51FEBqOyIFUHe+7cuZCVleWzfycmJuLcuXNo2bIlzM3NeSdadMALDw/H6NGjxRyNT58+sfDBCuDn5wdtbW3MmDEDo0aNgrq6OqZMmcKHab579w7q6uq4efOmWD1DFo5ffm7cuAF1dXW4ubmhY8eOmDRpEp9B9u7duzAzM4OtrS369OkDR0dHtGjRgpULkTBCPRYUFAAoHX9atWqFGjVqgOM4NGjQAE5OTvxuB6P8CMeKhIQEVKtWDX5+fvDw8ECdOnXQtWvXMk723Llz4ezsLJZVmfFrEDrZ7du3h6WlJRQVFXH79m1pi1Vl+L8W59LT09GuXTtwHAcjIyPmXJeTQ4cO8boTHr26ffs2OI5Dly5doKOjgyFDhiA8PBz79u2DrKwsX/NaCLNpysf3egsNDUVgYCAAIDo6GmpqaggNDcWECROgpqaGBQsW8JF7wu+6u7ujR48e/HzMYFR2pOJgi76MK1euBMdxWLFiBX/+KyUlBaampmKZNgFg8+bNYs5FSUkJ29ErJ8Lf4MyZM2jYsCFvBNy4cQMcxyEyMpK/LyMjA8rKyjh58qTU5K0qlJSUoLi4GAKBAFOnTsWSJUsQEBCA1q1bY/LkybxDkZycjOnTp6Nnz57w9vZmoWvl4Ee6Eo4fwn9fvnwJc3NzPrdDQUEBHj58iFOnTuHt27csKkaCxMfHIy4ujs/cW1hYiLCwMFhZWaF3795ilQuKi4vLlKFj/DpSU1MxdOhQNG7cGAkJCdIWp8oQHR0NCwsLflfu7xy4jx8/ws/PjznX5eB7ne7YsQPOzs78mH7y5EkMHToUe/bs4Z26zMxMWFpaljmKxagYwqiX1NRUpKam4u3bt2jZsiWCgoIAlNr2Ghoa0NPT48PBS0pK8OXLF+jo6CA+Pl5qsjMYkkZqDrbooLh06VJwHIdVq1bxmcRTU1PRokULGBkZITIyEk5OTjAzM2MORgXYuHFjGeMpNjYWjo6OAIA9e/ZARUUFwcHBAIBv377h9u3byMnJweLFi9mkXwH+/PPPMlEWQUFBaN26NQoKChAUFAQLCwtMnjyZNwK+X8ll+v/nCMeJ169fY9++fVi3bh1v5Ar1+Pr1a9StWxcjR46EQCBgY8svJD09HWZmZuA4Dn5+fnx7fn4+tm/fDktLS3h5eYk52Yzfy6dPn/ixhyEZXrx4ASUlJYSEhPzj77BxvmJs2rQJNjY28PLy4pP0CRdUi4qKkJWVBVdXV1hbW7MxX4IcOXIE7dq1E0vEd+XKFTRt2pR3vG/fvo3BgwcjKCioTGg+q+/OqGpINURcmKwMAJYvXw6O47By5Up+1ygzMxN2dnZo1aoVOnbsyHbxKsCtW7cgLy+P4cOH48GDB3x7SEgIWrRogdOnT0NVVRUbN27krx04cAAjR47ks7kDbPIvDwcPHoS8vDwaNGiAPXv24NatW/y1Dh068GcfFy1ahLZt22Lq1KllQmNZ6No/Rzg+JCUlwcDAAK1bt4aamhoMDQ35KJm8vDx06tQJY8aMYbr9DRQWFvJnr01MTMR0XlBQgIiICDRp0gSDBw+WopQMRvkRPT4F/JWUbP78+ejevTvS0tLYWCNh/s4WDA8Ph52dHdzd3fkEcrm5udi8eTNsbGxgYWHB7MkK8r3eXr16BV1dXfj7+/NtJ0+eRNOmTREaGor79+/Dzc0NPj4+/HXRiFT2bjCqGlJzsHfu3IlWrVrhwIEDfJuoky2aQfbVq1csAYUEOHz4MPT19TFs2DA+S/vXr19hamoKjuPEVtnz8/Ph5uaGgQMHsoGvAhQUFGDMmDHQ1dVFo0aNYG9vDzc3NwwaNAivX7/GkiVLMGrUKP7+xYsXo2HDhli3bp0Upa68CCf9xMREKCkpYfbs2fjw4QOePHkCXV1dsfHm+fPnzLj6jeTn5+P48eNo1qwZ2rdvL2ZcFRQUYPfu3XzeDQajsvJ97fDDhw9DXV2dz2TN5lPJIDp2nzlzBmfOnMHp06f5tl27dvFOtnAn+/Dhw5g/fz5vRzJ7suIkJyfj8+fPAErPwauqqiIqKoq/3r9/f+jr66Nu3bpo06ZNmSodDEZVRWoO9osXL2BjYwNnZ2ccPHiQb1++fDlkZGSwevXqMmfwmDFcPkQHssOHD0NPTw/Dhg3jd7LDw8NhZGQEFxcXxMfH48CBA3xZBeEExAbD8pOamoqJEyeiZ8+eGDNmDG7dugU7Ozv07t0b5ubm4DhO7B0ICwtjicwqwNOnT6GoqIg5c+aItdva2mL27NkYNGgQ9uzZw5eHYkgW4Vhx69YthISEIDQ0lA8RFDrZJiYmsLOzY2M6o0px8OBBqKqqYsqUKbh8+TLfPmjQIHTo0IFPHMqoGKL2yJQpU6Curg5dXV3UqlULbm5ueP/+PYDS89gODg7w8vISi5gEWLJQSbB582bIyclh5MiRvH7Hjh2L/v37i4WK37x5E1euXBEL1Wcwqjoy9BsQCARl2gwMDGjPnj1UWFhIwcHBFBUVRURE/v7+tHz5cpo+fTqdOnVK7DsyMr9F3CoFAOI4jkpKSoiIyM3NjTZs2ECnTp2ioKAgev78OQ0YMICWLl1KGRkZ5OLiQitWrCAVFRW6e/cuycnJUUlJCXEcJ+W/pPKira1N/v7+pKurS3fv3qW7d+/SxYsXadq0aeTq6kp6enpkaGjI3+/t7U2ysrL8b8b45wgEAtq+fTupqKiQuro63758+XK6du0aPX/+nJ48eULe3t4UFBREOTk5UpS26iEcb6Kjo6l79+4UFhZGkZGR5ODgQGfOnKFq1aqRo6MjrVy5krKysqhly5Y/nB8YjMpI06ZNafPmzXThwgWaOnUqOTk50c2bN6ldu3akrKxML168IKIf20SMf4ZwjCEiSkxMpJMnT9Lx48fp7NmzdOLECbp37x55eXlRTk4ODRo0iIYOHUoPHz6k3bt3iz1HVlZWGuJXaoT9FgAJBAJSV1cnXV1devz4Mdna2tL+/fvJ2NiY/vzzT0pMTOS/Z2lpSTY2NrxdIycnJ6W/gMH4jfwOL1642njgwAFcvHhR7NqrV69gZ2eHtm3bIi4ujm/fuXMnW+WqIKK7Q8IyOMK26Oho6OnpYejQoXj69Cl/36NHj/D161cWkv8LSElJwfjx49G6dWs+qyYAPryK7eZJhvfv32PSpEmwsrJCSEgIVqxYAU1NTRw/fpzX8fjx46GiolImnJNRcS5fvgwNDQ1s2rQJwF+lcuTl5REdHQ2gNCQ8Li4O7dq1w6tXr6QpLoNRLv7XeP3x40dcuHABrq6uaNu2LaysrMBxHKZMmfIbJazabNu2De7u7vD29hZr//DhA7S0tDB8+HC+7cSJE2zHWoIIkxF//PgR7u7uCAgIwIkTJ9C+fXvMnj0bmpqaaNasGasEwfhP80sd7KSkJP4FS0lJgaamJrp27cqfRRIivObo6IgdO3aIXWMOXvkQDaFavnw5nJyc4OrqiunTp/ODo9DJHjZsGB/CKQpz+CSPsOaspaUlli5dyrezyV+yCPXcrFkzyMrK4uzZswDAJzk7evQoGjZsyJ/NY/w8Pzo2kpeXh4CAAMydOxcA8PbtW9SvXx8+Pj4YMWIE5OTkcOLECQClTrZo/WsGo7IgOjeGhoZi4sSJ8PT0xPnz5/Hlyxexe8+cOYN169ZBT08PTZo0wZ07d363uFWCgwcP8nWr09PT4ePjA01NTTg7O/P3CCtFhISEwMjICCkpKWLPYPNsxYmMjETDhg1x6dIlAKV2vpKSEi5cuIA3b95gw4YNaNOmDTiOw+LFi6UsLYMhPX5ZzHVsbCy1bduW5s+fTx8/fiQdHR06fvw4vXz5kpYvX07Xr1/n79XR0SFzc3O6e/euWFgJEbFQknIAkRCqoKAgWrJkCbVv3540NTXp7Nmz1KpVK/ry5Qv16tWL/vjjDzp79iwtWrSIXr58KfYcFpIvebS1tWn27NlkZWVFR44coblz5xIRC1eTNNra2jRnzhzq3LkzGRsbU0JCAhERKSkpERHRqVOnSFNTk7S0tKQpZqVFIBAQx3GUlZVFL1684ENfFRUVqUePHuTi4kI5OTnk5eVFLi4utG3bNho2bBiVlJSQq6srHT58mBQUFKhGjRpS/ksYjJ9HODfOmDGD5s6dSxzH0bdv32jChAm0ceNGSk9P5+/t2LEjTZw4kY4cOUIyMjJ0584daYldadm8eTN5enpSbm4uERGpq6uTn58f9enThy5cuEDBwcFEVDr+EBFVr16dBAIBVatWTew5bJ79eUpKSig/P5//XK9ePXJwcCAXFxfy9fUlGRkZCg8PpzVr1pBAIKBx48ZRbGwsTZ48mfz9/aUoOYMhZX6F156fnw8fHx9wHAdXV1dMmDCBX0m8c+cOmjVrhh49euDKlSsASlcVR48ejbNnz7Jd0woiuqsUHx+PgQMH4tChQ3xbUlISrK2tYWpqytec3b9/P3r16sV0/xtJTU3FoEGDMGLECJZA7hci3Mm2srLiy6EFBARAWVn5h1EbjP8b4TiRnJyMnj17wsXFBWvXri1zX0JCAtq0aYOHDx/y9/ft2xezZ88uk3CIwahsbN++HQ0aNOB3pM+dOweO49C8eXPMmzeP38kuLi7m35mpU6fC3t6e32ll/N+EhoZCTk4OsbGxZa4lJydj3Lhx0NfXx9q1a/H161e8ffsWnTp1gpOTE5tbK0hMTAwGDBiA1q1bY/LkyfxxNgDYs2cPXF1dYWlpCQ8PDwwZMqRMBCrAolAZ/11+WYj4jRs3oK6uDjc3N3Ts2BGTJk3ia/vevXsXZmZmsLW1RZ8+feDo6IgWLVrwkxAL4/l5Zs+eLXaW8cCBAzAzM4O+vj4fVgWUGsdXrlyBsbEx9u3bV+Y5zMn+fXz+/LlM7VSG5BE62e3bt4elpSUUFRVx+/ZtaYtVKRH213v37kFHRwe+vr78QilQavAK7zl58iQ4juPrvs+ZMwedO3dmYeGMSsn3Y3RoaCgCAwMBlB63UlNTQ2hoKCZMmAA1NTUsWLAAHz58EPuuu7s7evTogYKCgt8rfCVly5YtkJeXL+Ncz5s3j9fp48ePMWbMGHAcBx0dHXh7e6NTp078IgazacpHWFgYatWqhalTp2LmzJmoWbNmmfPuycnJ2Lp1K3R1dcFxHNTU1JCVlSUliRmMfxcSd7BLSkpQXFwMgUCAqVOnYsmSJQgICOBXwIROdnJyMqZPn46ePXvC29ubr43HBsOf59ixY/Dx8RFbKXz37h08PT0hLy8PX19fMeMgKysLjRo14nf0GNKF9flfT2pqKoYOHYrGjRsjISFB2uJUal69eoUGDRpgypQp/LgNAEFBQTAxMUFwcDDfp93d3cFxHCwsLKCiooLExERpic1gSARh5EtqaipSU1Px9u1btGzZkk9cmZKSAg0NDejp6WHz5s0ASsf4L1++QEdHB/Hx8VKTvTJx5coVcByHDRs2iLV7enpCS0uLtyUB4NmzZ5gwYQKaNm0qdu43Pz//t8lblbh8+TIaNmwotiN96dIlqKmp4d69e2Vslo8fP8LDwwMODg5sg4zB+P9I7IBzcnIyqaqqkq6uLt9Wr1492r17N127do1q1KhBe/bsIaLSc0uGhoa0ZMkSUlBQ4O8vLi5mZ67LgaurK3Xu3JlkZGQoKiqKmjZtSqamprRx40aSkZGhc+fOUUhICI0dO5aIiOTl5alGjRokLy8vZckZROys++9AW1ubVqxYQQKBgOrUqSNtcSolECnBZWBgQDNnzuTHkLlz59KGDRvI2NiY9u7dS7KysjRixAjauXMnubm5UXZ2Nrm4uFDjxo2l/FcwGOXn6NGjtGTJEtq5cyc1atSIiIiuXr1KOTk51LFjRyIiSklJoS5dupC5uTn5+PgQERHHcVSrVi16+fJlmXPBjB/TtGlTatWqFW3dupW6detG9evXJw8PD3ry5AnFx8eTtrY2CQQCkpGRoUaNGtHEiROJiGjnzp1Ur149GjJkCNN1OSgpKaGrV6+Subk59ejRg4hKc24YGBhQzZo1eZ2L3q+lpUW7du0iBQUFviwsO+/O+K8jEcs+KiqKWrRoQba2trR37166ffs2ERFNmTKFVFVVac2aNTRlyhTq3r073bhxgwIDA+nDhw9izjUA5lyXg6KiIiIqddKePHlC8+fPp/nz51NycjJpamrS2rVrycDAgIKCgsjDw4MWL15M/fr1o/z8fH5CYjD+C2hqajLnugIIEydeunSJatSoQZqamnxd1MePH9OhQ4foxIkTpK+vT+Hh4bRx40ZSVFQkb29vGj9+PHOuGZWO7+tVm5iY0Js3b2jLli18W05ODhERXb9+nR48eEALFiwgOTk5mjJlCl/3V/juiNo8jP+NpqYmnTr1/9q787io6v2P46+ZEQTZFJIlRDDcEEVN7ILXLLfcI82rt1BAy65pmlqKRqhdFbWszBYXcktQtChMy7KsXFBbVLQELBWlm+B+cylEZs7vD3/MjRTLpHB5Px8PH3rOfM85nzkznjmf893W4uDgQPfu3encuTPfffcdq1evJjAwEMMwMJvNGIbBhg0bqFu3LkOHDqVLly6MGTOGlJSUyn4L1yWLxULv3r2JiorC3d0duHDt9/HxwdnZ2f59/2V5gKpVq2IymTAMQ8m1CBWQYBcXF7Nu3Tq8vb2xWCzMnTuXZ555hpiYGPLz8+nQoYN9dOrExES6d+9ORkYGK1asKLOf0h8g+f1OnTplr0FKT0+nXr16jBkzhh9//JHx48eTnZ2Nr68vr7zyCnfccQcrV64kMzOTu+66iz179lClShWsVmslvwsRuZ6YzWZOnTpl/zfAihUruPPOO3F1dWXWrFmcOXOGrKwsXdflulb6/c7NzeXEiRMEBgYye/ZsZs+ezdtvvw3APffcQ3h4OFOnTqVTp04cPnyYOXPmAFyUbOj/w5Xx9PRkzZo1+Pj4sHbtWmbOnEnt2rWB/53Lu+++m8mTJ2MYBg0aNGDQoEHExcURGRlZmaFf14KDg4mJibEvm0wmzGYzRUVFnDhxwr4+KSmJnTt3ltlW33GRC646wXZ0dGT8+PHcf//9NGnShEaNGjFhwgQOHjzIyJEjefPNN5k3bx7p6ekAJCQkkJiYyNChQ686+JvZBx98QEREBGfPnmXkyJE89thjHDt2jJiYGGJiYjh69CgTJkwgOzsbHx8fXnrpJXr27InZbMbNzc2+HzVPFpErUadOHXbv3s2GDRswDAP4X02f1WrF3d2dsLAw6tWrV5lhilSI5ORkmjRpwrhx48jJyaFHjx7069eP9PR09u3bB0BqaiorVqxgxYoVbNmyBQcHB0pKSpRsVAAvLy+WLVtGREQEjz32GLm5ufbXunXrxuHDh3nvvffs57pRo0ZMnjzZ3oRfrp5hGJSUlODo6IiXlxcAnTp1Yu7cuTRu3LiSoxO5NlVIduXr60t8fDz+/v5s376d7du3s379ep544gm6dOlCQEAADRs2tJePi4uzN52SK1M6H2GLFi0wmUyEhIQwf/58PvroI2rWrAlAbGwsAwYM4OjRo0ycONHeXPyll16iWrVqLFmyhFdeeQXQT7YW1gAAG4VJREFU00YRuTJjx47FycmJcePGsXPnTs6fP29vqmmxWHj66afZvHkz//jHPyo7VJErVvqwyDAMbDYbXl5e+Pv7s2fPHlq3bs2KFSsIDQ0lOzubrKws+3Z33HEHf//73+33Nury9vuVPqgrb/mWW25h1apVuLq62vth9+jRg7179/L111/bH2iU0vgyFctms1FSUoKLiwtWq5WePXuSn5/P3r17sVgsF3WlEBEwGb++kl2FgoICkpKS2LJlC9HR0YwcORKAEydO4OnpedHgCHJl7r//fsLCwhgxYgQeHh4MHTqU2bNn07BhQzZs2MAtt9xiH4gIYPHixbzxxhsAvP7669SpU4ejR4/Sr18/LBYLy5Ytw8PDozLfkohcR0oHovz444+Jjo7G19eXhx56iD59+vD555+zdu1alixZwvr162nevHllhyvyh506dQp3d3eOHDnCkCFDaNasGS1btmTKlCm0adOGefPm4enpSWZmpr1WT67Ojh07LnvdOH78OD169GDr1q2EhISQlZVlT671QOPPVVJSQlhYGHl5eQQEBLB7926de5HLqNBs18/Pj4SEBCIjI0lLS2Pq1KnAhX40VqtVyfVVCg0NZdKkScyfPx+ARx55hHXr1uHk5ETHjh3Jy8vDZDLZn+TGxsYSExND/fr1CQwMBC4MHJKSkkJycrKSaxH53Upr5YqLi+nQoQNr166lSpUqPPXUU9x6662MGDGCb7/9lszMTCXXcl1bvnw5zZs3Z+PGjXh7ezN+/HiSkpJwcnIiNTUVPz8/goKC+Pbbb+39reXqvPPOOzzyyCP2VnqXqvvx8vIiIyOD0aNHK7n+i/3000+cPHmS4OBgsrOzde5FfkOF1mCXKiwsJCkpiW3bttGuXTsmTZpU0Ye4qfyyVnrGjBmMGTOGadOmMWzYMJydnSkoKKBTp05YLBZWrlxpHwQkOTmZgQMH2gdZKW3GowcdIvJrl2phVDrdSunfBw4coGfPnqSmptKoUSOKi4vZu3cvP/zwAyEhIbi5uenBnVx3rFYr58+fx8nJCbgw9daCBQtIS0tjyJAhxMbGkp2dzdKlS3nppZcIDAzk0KFDzJgxg2effVZJRgXIy8sjNDSUF154gcGDB/+ubZTg/bX27dtHYGAgVapU0bkX+Q1/SoINF5LsMWPG4OTkxNy5c9XX9yqUfkSl53Dq1KkkJCTw3HPPMWjQINzd3SksLKRz586cP3+e8ePH8/rrr3PkyBF27NihhFpELqs0uc7Pz2fr1q0UFhbyyCOP4OTkZL+Rys/PJzIyku7duzNnzhz7NDki17OMjAzeeustcnNzufPOO0lMTMTT0xOAZcuWsWTJEo4fP07t2rVxcXGhffv29O/fv8w+lGxcmdLrTWnlwfnz53FwcGDixIns2LGD+fPn4+XlpfvGa5S+7yK/7U9LsOFC3+vq1auXuZDKH5eTk0NISAgA06dPZ9y4cTz77LMMGjQIDw8PTp06RY8ePThz5gw1atRgzZo1ODg4qO+7iJSr9Pqwa9cu7rvvPjw9Pdm3bx++vr5s374dZ2dnioqKiIqKIjg4mFdffVXXcrkhLFq0iFGjRjFgwACqVq3Ka6+9Rs+ePVm4cKG9TG5uLpmZmUyYMIFDhw7h4eFBfn5+mdk45I85cOAAQUFB9uXVq1cTFxfH6tWriYiI0H2jiFy3/tQEu5QSvKuXkpLCiy++yLhx4+jduzdQNsl++OGHqV69OgAHDx6kdu3a9v7YetIoIpdSem3euXMnkZGRjBo1imHDhnHq1Cnatm3LzJkz7deb/fv3ExQUpGu53BA2bdpEbGwsEydOtNdIb9y4kXvvvZcNGzYQGhpa5rt+5MgRhg4dyrFjx/j444/LzG8tVy49PZ2BAwfy0EMP0atXL1q3bg1ATEwM//nPf3j33XdxdXWt5ChFRP6Yv+ROSTdkV+/vf/87zs7OZeYUj4+PZ+rUqcTHx7NgwQKOHz8OQGBgICaTCZvNpuRaRMplNpvZu3cvERERPPHEE0yePBkfHx/q1atHnTp1yMrKIiYmhmXLluHg4KBrudwQrFYrmZmZNGvWjKioKODCw6Y6derg4eFxUaWA1WrF29ublJQUPvnkE00zWgHq16/PvHnz+Oyzzxg1ahQdOnTg888/JzIyEldXV/bv3w+gKaBE5Lqk7OsadKka/zp16rB06VJiYmJ47bXXgAvTdsXHx2M2m3nyySfx8/PjgQcesG+jm2ERuRybzcaCBQtwc3MrM9XQtGnT2Lx5M7Vq1SIvL4/ly5czZMgQJk+ejIuLSyVGLHL1LBYLvXv3xs/PD3d3d+DCGCc+Pj44Oztz9uzZi8oDVK1aFcA+57v8Ppe6p2nSpAlNmjShbdu25OTkMH36dEaMGIFhGHzxxRfUrVuXF154QfcxInJd+kuaiMuVKe139NZbb+Ht7U2bNm3srx08eJCYmBiKi4sZN24c9957L3ChCfk///lP1ViLyBU5dOgQzz77LFu3biUuLo5Tp04xY8YM3njjDe655x7MZjPDhg1j8eLF7Nq1q0yfSZEbidVqpW7durz88st0794dgKSkJLp160bTpk0rObrr0y+T67lz55KdnU1BQQFDhgyhadOm1KhRw1523bp17N69mxkzZuDk5ERaWhq33357ZYUuIvKH6dHgNWTXrl0cP34ck8lk/wEqvfEtFRgYSFpaGvv27eOll15iyZIlAPTr188+dYKIyO916623MnbsWFq2bMnMmTN56qmnSEtLo3Pnzpw7dw6ALl26ULNmTfuyyI3GMAxKSkpwdHS0t+bo1KkTc+fOpXHjxpUc3fWrNLkeO3YsiYmJmEwmTp8+zbBhw3j11Vc5duyYvWz79u0ZPnw4q1evxmw2s23btsoKW0TkqijBvkZkZGQQERHBhAkTOHz4MH5+fqxZs4a8vDymTZvGli1b7GX9/Pxo1qwZ27dvJysrq8x+VIMtIlfK19eXp59+mk6dOhEaGsqOHTsAcHZ2BmDt2rXUrFkTb2/vygxT5E9js9koKSnBxcUFq9VKz549yc/PZ+/evVgsFvUFvgoLFy5k+fLlfPDBB8ycOZMxY8awe/duli5dyssvv8zJkyeBCy0IbDYbYWFhdOvWjdTUVIqKiio5ehGRK6cE+xpw7tw5Vq1aRVFREfv372fKlCkUFBTQokULlixZQm5uLtOnTyczMxO48CMUHBxMeno6zz33XCVHLyI3Ah8fH8aNG0ebNm148803mT59OgCTJ09m/vz5zJs3r0xzTpEbicVioWrVqhQVFdGxY0d2797Nrl27cHBwoKSkRH2Br8Cvex4WFxczZMgQbr/9dt555x169erF7Nmz6dChA7NmzWLWrFkcPnwYi8Vin5br4MGD9mleRUSuN+qDfY34/PPP6datG5GRkfz88880btyYsWPH4uvry44dO4iLi8Pd3R1/f3+OHj3K8ePH2b59O2azGavVqgFXRKRCFBYWMmXKFHbu3Mm5c+fYtWsXmzZtokWLFpUdmsif6tSpUzRo0AAvLy+ysrLs3a7UMuyP2bVrF2FhYRQWFgJQUlLCvffeS//+/Rk5ciQFBQWEhYXh7OxMYmIigwYNwmaz8eOPPxIaGsrKlStp2bJlJb8LEZErp0eDlcxms2G1WrnjjjuIjY0lMjKSu+++m02bNjF9+nQKCwtp3rw5y5cvJyIignPnzlG7dm2+/PJLzGYzNptNybWIVBhfX18SEhKoW7cuJ06cYMuWLUqu5abg7u7Opk2blFxXgPfee4/Bgwezb98+fH198fX15eDBg5w9e5b27dsDFwZY7Nq1KyNHjmTgwIHAhdHca9SoQV5enpJrEblu6ZejkuTk5NhrpEvVqlWL1NRUNm/ejIuLC0uXLgUuDA7SsGFDpkyZgqOjo728fvxF5M/g6+vL9OnTsdls+Pj4VHY4In+Z4OBgQL+vV+rXU3E1btyY/Px8kpOTmTZtGoB9+rMtW7ZgNpuZOHEi3t7ejBw5EqBMa7xf3uuIiFxv1ES8EqSnp/PAAw/g7+9PUlIS9erVIzw8HIB27drRqVMn4uPjmTRpEu+//z6tWrVi9OjR+Pr62vdROpWXiIiIyLUgNzcXb29vPD09WbVqFf369WPhwoX06tULgOjoaDIzMzl//jz+/v5kZmbi4OCgexoRuaHo8exfrLi4mHXr1uHt7Y3FYmHu3Lm4ublRo0YNJk+eTIcOHcjLywMgMTERs9nMggULCAwMZPjw4fb96IdIRERErhXJyckMGTKEgQMHMmLECHr06EG/fv1IT0+nadOmBAcHk5qayhdffMH58+eJiIjAYrGotYCI3HB0RfuLOTo6Mn78eBwcHMjPz8fPz4+BAwfyxBNPMHLkSPbv38/OnTvp2LEj999/PwkJCfj7+9O/f//KDl1EREQE+F+zcMMwMAwDLy8v/P392bNnD61bt2b27NmEhoaSnJxMVlaWvfn9HXfcYd+H1WpVci0iNxwNclYJfH19iY+Px9/fn+3bt7N9+3bWr1/PE088QZcuXQgICKBhw4b28nFxcVgsFqxWayVGLSIiInJBaZ/r06dPYzabad26NeHh4XTo0IGlS5fyyiuvcOjQIX744QcSEhI4fvz4RfvQIK0iciNSgl1Jbr31VhISEmjZsiXz5s3jxRdfpFWrViQlJbFjxw5CQ0Ox2WxlttEPkYiIiFwrli9fTvPmzdm4cSPe3t6MHz+epKQknJycSE1Nxc/Pj6CgIL799lvmzJlT2eGKiPwllGBXIj8/PxISEoiMjCQtLY2pU6cC4OnpidVqLTMip4iIiEhlslqtFBUV2Zdr1arF3XffTefOnRk9ejRms5lFixbx4osvYrPZGDp0KBkZGYwYMYL4+PhKjFxE5K+jUcSvAYWFhSQlJbFt2zbatWvHpEmTKjskEREREbuMjAzeeustcnNzufPOO0lMTMTT0xOAZcuWsWTJEo4fP07t2rVxcXGhffv2F40fowHNRORmoAT7GlFYWMiYMWNwcnJi7ty5GiVcRERErgmLFi1i1KhRDBgwgKpVq/Laa6/Rs2dPFi5caC+Tm5tLZmYmEyZM4NChQ3h4eJCfn4+bm1slRi4i8tdTgn0NOXHiBNWrV7ePyqkkW0RERCrTpk2biI2NZeLEifYa6Y0bN3LvvfeyYcMGQkNDy3RpO3LkCEOHDuXYsWN8/PHHGj9GRG46aqdzDSltalU69YWIiIhIZbFarWRmZtKsWTOioqKAC/coderUwcPD46L7FavVire3NykpKTg6OmIymbBarUqyReSmogT7GqTkWkRERCqbxWKhd+/e+Pn54e7uDoDJZMLHxwdnZ2fOnj17UXmAqlWrAmAYhpJrEbnpKJMTERERkUsKDg4mJibGvmwymTCbzRQVFXHixAn7+qSkJHbu3FlmW3V1E5GbkRJsEREREfldDMOgpKQER0dHvLy8AOjUqRNz586lcePGlRydiEjlU4ItIiIiIr+LzWajpKQEFxcXrFYrPXv2JD8/n71792KxWLDZbJUdoohIpdIo4iIiIiLyu5WUlBAWFkZeXh4BAQHs3r0bBwcHzXMtIoJqsEVERETkCvz000+cPHmS4OBgsrOzlVyLiPyCarBFRERE5Irs27ePwMBAqlSpouRaROQXlGCLiIiIyB+i5FpEpCwl2CIiIiIiIiIVQH2wRURERERERCqAEmwRERERERGRCqAEW0RERERERKQCKMEWERERERERqQBKsEVEREREREQqgBJsERERERERkQqgBFtEREQqzGeffYbJZOK///1vpcYxceJEmjVr9rvLHzhwAJPJRFZW1p8Wk4iI3PiUYIuIyE0lLi4Ok8mEyWTCwcEBHx8fOnbsyIIFC7DZbFe0r0WLFlG9evU/J9DLiIuL47777vvLj1tRgoKCMJlMpKWlXfRaaGgoJpOJRYsW/fWBiYiIXCUl2CIictPp3LkzBQUFHDhwgDVr1tC2bVsef/xxunfvTklJSWWHd1MICAhg4cKFZdZt3bqVwsJCXFxcKikqERGRq6MEW0REbjpVq1bF19cXf39/br/9dp566ilWrlzJmjVrytScvvDCCzRp0gQXFxcCAgIYMmQIZ86cAS40hR4wYAA//vijvUZ84sSJAKSkpBAeHo6bmxu+vr48+OCDHDlyxL7fkydPEh0dTc2aNXF2dqZevXplks0ffviBvn37UqNGDby8vIiKiuLAgQPAhabPixcvZuXKlfbjfvbZZxQXF/PYY4/h5+eHk5MTQUFBTJ06tdxz8OWXX9KxY0duueUWPDw8uOuuu9i+fXuZMiaTiddff52ePXtSrVo16tWrx7vvvlumzPvvv0/9+vVxdnambdu29jh/S3R0NOvXr+f777+3r1uwYAHR0dFUqVKlTNn8/HyioqJwdXXF3d2dPn36cPjw4TJlpk2bho+PD25ubjz00EMUFRVddMyFCxcSEhKCk5MTDRs25LXXXis3vt/6jERERC5FCbaIiAjQrl07mjZtyttvv21fZzabmTVrFt988w2LFy/mk08+YcyYMQC0atWKmTNn4u7uTkFBAQUFBTz55JMAFBcXM2nSJHbu3ElGRgZ5eXnExcXZ95uYmEh2djZr1qwhJyeH2bNnc8sttwDw008/0bZtW1xdXdmwYQObNm3C1dWVzp07U1xczJNPPkmfPn3stfAFBQW0atWKWbNm8e6777JixQr27NlDSkoKQUFB5b7f06dPExsby8aNG9m6dSv16tWja9eunD59uky5Z555hj59+rBr1y66du1KdHQ0J06cAOD777+nV69edO3alaysLB5++GHGjh37u863j48PnTp1YvHixfb3vXz5cgYOHFimnGEY3HfffZw4cYL169fz0UcfsW/fPvr27Wsvs2LFCiZMmMCUKVP46quv8PPzuyh5Tk5OJiEhgSlTppCTk0NSUhKJiYn24//a5T4jERGRchkiIiI3kdjYWCMqKuqSr/Xt29cICQkpd9sVK1YYXl5e9uWFCxcaHh4ev3nML774wgCM06dPG4ZhGD169DAGDBhwybLz5883GjRoYNhsNvu6c+fOGc7OzsaHH35Y7nsYNmyY0a5duzLbXYmSkhLDzc3NWLVqlX0dYDz99NP25TNnzhgmk8lYs2aNYRiGMW7cOCMkJKTMMePj4w3AOHnyZLnHCgwMNF588UUjIyPDCA4ONmw2m7F48WKjefPmhmEYhoeHh7Fw4ULDMAxj7dq1hsViMfLz8+3b79692wCML774wjAMw4iMjDQGDx5c5hh/+9vfjKZNm9qXAwICjKVLl5YpM2nSJCMyMtIwDMPIy8szAGPHjh2GYVz+MxIRESmParBFRET+n2EYmEwm+/Knn35Kx44d8ff3x83NjZiYGI4fP87Zs2cvu58dO3YQFRVFYGAgbm5u3H333cCFps4Ajz76KGlpaTRr1owxY8awefNm+7bbtm1j7969uLm54erqiqurK56enhQVFbFv375yjxkXF0dWVhYNGjRg+PDhrF279rIxHjlyhMGDB1O/fn08PDzw8PDgzJkz9hhLhYWF2f/t4uKCm5ubvbl7Tk4OERERZc5ZZGTkZY/7S926dePMmTNs2LCBBQsWXFR7XXqMgIAAAgIC7OsaNWpE9erVycnJsZf59XF/uXz06FG+//57HnroIfs5dXV1ZfLkyeWe08t9RiIiIuVRgi0iIvL/cnJyqFOnDgAHDx6ka9euNG7cmPT0dLZt28arr74KwPnz58vdx9mzZ7nnnntwdXUlJSWFL7/8knfeeQe40HQcoEuXLhw8eJARI0Zw6NAh2rdvb29ebrPZaNGiBVlZWWX+fPvttzz44IPlHvf2228nLy+PSZMm8fPPP9OnTx969+5dbvm4uDi2bdvGzJkz2bx5M1lZWXh5edljLOXg4FBm2WQy2UdbNwyj3P3/HlWqVKF///5MmDCBzz//nOjo6IvK/Pqhx2+tv5TSeJOTk8uc02+++YatW7decpvLfUYiIiLlUYItIiICfPLJJ3z99dfcf//9AHz11VeUlJTw/PPPExERQf369Tl06FCZbRwdHbFarWXW5ebmcuzYMaZNm8add95Jw4YNywxwVqpmzZrExcWRkpLCzJkzmTdvHnAhUf7uu+/w9vambt26Zf54eHiUe1wAd3d3+vbtS3JyMsuXLyc9Pd3eX/rXNm7cyPDhw+natSuhoaFUrVqVY8eOXdE5a9So0UUJankJa3kGDhzI+vXriYqKokaNGpc8Rn5+fpnB0LKzs/nxxx8JCQkBICQk5LJx+Pj44O/vz/79+y86p6UPVC6lvM9IRESkPFV+u4iIiMiN5dy5cxQWFmK1Wjl8+DAffPABU6dOpXv37sTExAAQHBxMSUkJL7/8Mj169CAzM5M5c+aU2U9QUBBnzpxh3bp1NG3alGrVqlG7dm0cHR15+eWXGTx4MN988w2TJk0qs9348eNp0aIFoaGhnDt3jtWrV9uTxejoaJ577jmioqL497//Ta1atcjPz+ftt99m9OjR1KpVi6CgID788EP27NmDl5cXHh4evPLKK/j5+dGsWTPMZjNvvvkmvr6+5c7TXbduXZYsWUJ4eDinTp1i9OjRODs7X9F5HDx4MM8//zyjRo3iX//6F9u2bbvi+atDQkI4duwY1apVu+TrHTp0ICwsjOjoaGbOnElJSQlDhgzhrrvuIjw8HIDHH3+c2NhYwsPDad26NampqezevZvbbrvNvp+JEycyfPhw3N3d6dKlC+fOneOrr77i5MmTjBo16qLjXu4zEhERKY9qsEVE5KbzwQcf4OfnR1BQEJ07d+bTTz9l1qxZrFy5EovFAkCzZs144YUXmD59Oo0bNyY1NfWiaa9atWrF4MGD6du3LzVr1uTZZ5+lZs2aLFq0iDfffJNGjRoxbdo0ZsyYUWY7R0dHxo0bR1hYGG3atMFisZCWlgZAtWrV2LBhA7Vr16ZXr16EhIQwcOBAfv75Z9zd3QEYNGgQDRo0IDw8nJo1a5KZmYmrqyvTp08nPDycli1bcuDAAd5//33M5kv/1C9YsICTJ0/SvHlz+vfvz/Dhw/H29r6i81i7dm3S09NZtWoVTZs2Zc6cOSQlJV3RPgC8vLzKTe5NJhMZGRnUqFGDNm3a0KFDB2677TaWL19uL9O3b1/Gjx9PfHw8LVq04ODBgzz66KNl9vPwww/z+uuvs2jRIpo0acJdd93FokWLyq3BvtxnJCIiUh6TcbUdqERERERERERENdgiIiIiIiIiFUEJtoiIiIiIiEgFUIItIiIiIiIiUgGUYIuIiIiIiIhUACXYIiIiIiIiIhVACbaIiIiIiIhIBVCCLSIiIiIiIlIBlGCLiIiIiIiIVAAl2CIiIiIiIiIVQAm2iIiIiIiISAVQgi0iIiIiIiJSAf4PNT3vQ9LwEpsAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Define labels for each dataset and model\n", - "labels = [\n", - " \"Multiplexor 6 - Random\", \"Multiplexor 6 - Probabilistic\", \"Multiplexor 6 - Smart\",\n", - " \"B-Gametes - Random\", \"B-Gametes - Probabilistic\", \"B-Gametes - Smart\",\n", - " \"2way Epistasis - Random\", \"2way Epistasis - Probabilistic\", \"2way Epistasis - Smart\"\n", - "]\n", - "\n", - "# Corresponding test accuracy values for each dataset and model\n", - "test_accuracies = [\n", - " acc_00, acc_10, acc_20,\n", - " acc_01, acc_11, acc_21,\n", - " acc_02, acc_12, acc_22\n", - "]\n", - "\n", - "# Create a bar chart for test accuracies\n", - "plt.figure(figsize=(10, 10))\n", - "bars = plt.bar(labels, test_accuracies, color=['blue', 'blue', 'blue', 'green', 'green', 'green', 'red', 'red', 'red'])\n", - "\n", - "# Add labels and title\n", - "plt.xlabel(\"Datasets and Models\")\n", - "plt.ylabel(\"Test Accuracy\")\n", - "plt.title(\"Test Accuracies for Different Datasets and Models\")\n", - "plt.xticks(rotation=45, ha='right') # Rotate x-axis labels for readability\n", - "\n", - "for bar, accuracy in zip(bars, test_accuracies):\n", - " plt.text(\n", - " bar.get_x() + bar.get_width() / 2, # X position of the text\n", - " bar.get_height(), # Y position of the text (top of the bar)\n", - " f\"{accuracy:.4f}\", # Format the text with two decimal places\n", - " ha='center', # Center the text horizontally\n", - " va='bottom' # Position text just above the bar\n", - " )\n", - "\n", - "# Show plot\n", - "plt.tight_layout() # Adjust layout to fit labels\n", - "plt.show()\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/dev/HEROS_Noise_Notebook.ipynb b/dev/HEROS_Noise_Notebook.ipynb deleted file mode 100644 index 9d4a755..0000000 --- a/dev/HEROS_Noise_Notebook.ipynb +++ /dev/null @@ -1,12732 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# scikit-HEROS: Models With Noisy Data Notebook\n", - "This notebook is set up as a demonstration for running scikit-HEROS.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "## Imports:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/gabe/scikit-heros\n" - ] - } - ], - "source": [ - "import os\n", - "import pickle\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "from scipy.cluster.hierarchy import linkage, dendrogram, leaves_list\n", - "from sklearn.metrics import classification_report\n", - "# If pip installed\n", - "#from skheros.heros import HEROS\n", - "# If locally run\n", - "from src.skheros.heros import HEROS\n", - "\n", - "current_working_directory = os.getcwd()\n", - "print(current_working_directory)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "## Set Up Local Run Parameters\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "local_save = True\n", - "folder_path = './output'\n", - "output_name = 'demo'\n", - "if not os.path.exists(folder_path):\n", - " os.makedirs(folder_path)\n", - "if local_save:\n", - " output_folder = './output'\n", - "else:\n", - " output_folder = folder_path" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "# Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load Example Dataset (B-Gametes)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " N0 N1 N2 N3 N4 N5 N6 N7 N8 N9 ... N91 N92 N93 N94 N95 \\\n", - "0 1 0 0 1 0 0 0 1 0 0 ... 0 0 0 1 2 \n", - "1 1 0 0 0 0 1 0 1 0 0 ... 0 0 0 1 0 \n", - "2 0 0 0 1 0 1 0 1 0 0 ... 0 0 0 2 1 \n", - "3 0 1 0 1 0 0 0 0 0 1 ... 0 0 0 1 0 \n", - "4 1 0 1 0 2 0 0 0 0 0 ... 0 0 0 0 0 \n", - "... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... \n", - "1595 0 1 0 0 0 2 0 0 0 1 ... 0 1 0 0 0 \n", - "1596 1 1 0 0 0 2 0 0 0 1 ... 0 0 0 1 1 \n", - "1597 0 0 0 0 0 0 0 0 0 2 ... 0 0 0 0 1 \n", - "1598 1 2 0 0 2 1 0 1 0 0 ... 0 0 0 1 1 \n", - "1599 0 0 0 1 1 1 0 0 0 1 ... 0 0 0 1 2 \n", - "\n", - " N96 N97 M0P0 M0P1 Class \n", - "0 1 0 0 0 1 \n", - "1 0 2 2 0 1 \n", - "2 1 1 0 0 1 \n", - "3 1 1 0 0 1 \n", - "4 2 0 1 1 1 \n", - "... ... ... ... ... ... \n", - "1595 0 1 1 0 0 \n", - "1596 2 0 0 0 0 \n", - "1597 0 0 0 0 0 \n", - "1598 1 1 0 1 0 \n", - "1599 1 0 0 2 0 \n", - "\n", - "[1600 rows x 101 columns]\n" - ] - } - ], - "source": [ - "df = pd.read_csv('/Users/gabe/scikit-heros/test/datasets/D_gametes_2way_epistasis_L_2_H_0.4_EDM-2_01.csv')\n", - "outcome_label = 'Class'\n", - "\n", - "print(df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Prepare Dataset for Analysis\n", - "Data used for training HEROS has the following requirements:\n", - "1. The training data must be passed as separate array-like objects including:\n", - " 1. 'X' {n_samples, n_quanatiative_features} Training instances of features to be treated as quantitative (must be numeric).\n", - " 2. 'Xc' {n_samples, n_categorical_features} Training instances of features to be treated as categorical (numeric recommended, but non-numeric will be numerically encoded).\n", - " 3. 'y' {n_samples} Training labels of the outcome variable.\n", - "2. Either 'X', 'Xc', or both must be provided.\n", - "3. 'y must always be provided and must not include any missing values.\n", - "4. Missing values are allowed in 'X' or 'Xc' but data instances should be excluded that have missing values for all features. Note, HEROS treats missing values as missing, i.e. no imputation of values are made or needed. Any rule that specifies a given feature will not match an instance with a missing value at that instance. \n", - "5. (OPTIONAL) 'pop_df' is a DataFrame of a previously trained HEROS rule population that can be uploaded to initialize a new HEROS run.\n", - "6. (OPTIONAL) 'ek' is a numpy array or list of expert knowledge weights for all quantitative and categorical features in the dataset. They must be formatted as follows:\n", - " 1. This list must have the same number of elements as there are total features in the dataset (ordered in the same way)\n", - " 2. If a mix of quantiative and categorical features are loaded, HEROS will combine them with all quantitative features first, followed by all categorical features in the same order as provided in 'X' or 'Xc'.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['N0', 'N1', 'N2', 'N3', 'N4', 'N5', 'N6', 'N7', 'N8', 'N9', 'N10', 'N11', 'N12', 'N13', 'N14', 'N15', 'N16', 'N17', 'N18', 'N19', 'N20', 'N21', 'N22', 'N23', 'N24', 'N25', 'N26', 'N27', 'N28', 'N29', 'N30', 'N31', 'N32', 'N33', 'N34', 'N35', 'N36', 'N37', 'N38', 'N39', 'N40', 'N41', 'N42', 'N43', 'N44', 'N45', 'N46', 'N47', 'N48', 'N49', 'N50', 'N51', 'N52', 'N53', 'N54', 'N55', 'N56', 'N57', 'N58', 'N59', 'N60', 'N61', 'N62', 'N63', 'N64', 'N65', 'N66', 'N67', 'N68', 'N69', 'N70', 'N71', 'N72', 'N73', 'N74', 'N75', 'N76', 'N77', 'N78', 'N79', 'N80', 'N81', 'N82', 'N83', 'N84', 'N85', 'N86', 'N87', 'N88', 'N89', 'N90', 'N91', 'N92', 'N93', 'N94', 'N95', 'N96', 'N97', 'M0P0', 'M0P1', 'Class']\n", - " N0 N1 N2 N3 N4 N5 N6 N7 N8 N9 ... N90 N91 N92 N93 N94 \\\n", - "0 1 0 0 1 0 0 0 1 0 0 ... 1 0 0 0 1 \n", - "1 1 0 0 0 0 1 0 1 0 0 ... 1 0 0 0 1 \n", - "2 0 0 0 1 0 1 0 1 0 0 ... 0 0 0 0 2 \n", - "3 0 1 0 1 0 0 0 0 0 1 ... 1 0 0 0 1 \n", - "4 1 0 1 0 2 0 0 0 0 0 ... 0 0 0 0 0 \n", - "... .. .. .. .. .. .. .. .. .. .. ... ... ... ... ... ... \n", - "1595 0 1 0 0 0 2 0 0 0 1 ... 0 0 1 0 0 \n", - "1596 1 1 0 0 0 2 0 0 0 1 ... 1 0 0 0 1 \n", - "1597 0 0 0 0 0 0 0 0 0 2 ... 0 0 0 0 0 \n", - "1598 1 2 0 0 2 1 0 1 0 0 ... 2 0 0 0 1 \n", - "1599 0 0 0 1 1 1 0 0 0 1 ... 0 0 0 0 1 \n", - "\n", - " N95 N96 N97 M0P0 M0P1 \n", - "0 2 1 0 0 0 \n", - "1 0 0 2 2 0 \n", - "2 1 1 1 0 0 \n", - "3 0 1 1 0 0 \n", - "4 0 2 0 1 1 \n", - "... ... ... ... ... ... \n", - "1595 0 0 1 1 0 \n", - "1596 1 2 0 0 0 \n", - "1597 1 0 0 0 0 \n", - "1598 1 1 1 0 1 \n", - "1599 2 1 0 0 2 \n", - "\n", - "[1600 rows x 100 columns]\n", - "\n" - ] - } - ], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "X = df.drop(outcome_label, axis=1)\n", - "y = df[outcome_label]\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "columns = df.columns.values.tolist()\n", - "print(columns)\n", - "feature_names = X_train.columns\n", - "cat_feat_indexes = list(range(X_train.shape[1])) \n", - "X_train = X_train.values\n", - "y_train = y_train.values\n", - "X_test = X_test.values\n", - "y_test = y_test.values\n", - "print(X)\n", - "print(type(X))\n", - "ek = None" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "# Run HEROS (Training)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [0, 1, 2], [2, 1, 0], [0, 1, 2], [0, 2, 1], [1, 0, 2], [2, 1, 0], [0, 1, 2], [1, 0, 2], [0, 2, 1], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 0, 1], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 1, 0], [0, 1, 2], [0, 1, 2], [0, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [1, 0, 2], [1, 2, 0], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 2, 0], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2]]\n", - "Average States: 2.98\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.554 1.278 0.0 0.016 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.038 1.026 0.0 0.024 0.011 0.012 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.047 0.007 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.561 2.684 0.0 0.04 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.102 2.199 0.0 0.058 0.027 0.024 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.135 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.573 4.067 0.001 0.067 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.178 3.313 0.0 0.095 0.043 0.037 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.24 0.027 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.59 5.518 0.001 0.097 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.261 4.474 0.0 0.138 0.061 0.05 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.351 0.038 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.588 6.898 0.001 0.126 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.348 5.557 0.0 0.179 0.079 0.064 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.467 0.049 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.591 8.396 0.001 0.156 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.444 6.733 0.0 0.222 0.098 0.079 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.591 0.061 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.584 9.823 0.001 0.183 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.538 7.844 0.0 0.262 0.118 0.093 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.713 0.073 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.596 12.042 0.001 0.255 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.699 9.513 0.0 0.358 0.16 0.116 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.897 0.094 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.593 13.93 0.002 0.304 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.823 10.919 0.0 0.431 0.193 0.137 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.073 0.114 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.587 15.589 0.002 0.342 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.932 12.19 0.0 0.486 0.219 0.155 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.218 0.13 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 287\n", - "Post-Cleaning Population Size: 287\n", - "Post-Subsumption Compaction Population Size: 271\n", - "1 rules subsumed with a specificity of 3\n", - "3 rules subsumed with a specificity of 4\n", - "5 rules subsumed with a specificity of 5\n", - "7 rules subsumed with a specificity of 6\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.5586806649425244, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2147, 2711, 2612, 2344, 2844, 2801, 2683, 2138, 2298, 2082, 2301, 1870, 2817, 2236, 2202, 2719, 709, 2828, 2551, 2503, 2789, 2743, 2741, 2656, 2449, 770, 1942, 2193, 2025, 2112, 2822, 1279, 2517, 2331, 2768, 2734, 1927, 951, 1512, 2725, 2813, 2809, 2697, 2091, 2739, 2289, 2816, 2644, 2628, 2093, 2706, 2712, 2655, 2334, 957, 2814, 2823, 1966, 2267, 2758, 2713, 2738, 803, 2235, 2834, 2596, 2727, 2428, 2570, 1033, 2410, 2092, 1919, 2749, 2665, 2606, 2788, 1979, 2007, 2536, 2824, 2243, 2222, 2773, 2840, 2790, 1789, 2709, 1689, 2131, 2661, 797, 2825, 2220, 2796, 2651, 2228, 2172, 2329, 923, 762, 2764, 1880, 2720, 2847, 2746, 2385, 2845, 2674, 2775, 2030, 2528, 2565, 1064, 2021, 2735, 2795, 2778, 2698, 2784, 835, 2490, 1905, 2456, 2548, 2540, 2175, 2636, 2647, 2700, 2750, 2574, 2516, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5586806649425244\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 134\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5586806649425244, 134)]\n", - "[(0.5699010205651571, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2628, 2334, 2385, 2131, 2503, 2529, 2577, 2298, 2700, 2797, 2468, 2656, 2574, 2220, 2819, 2817, 2840, 2746, 2157, 2135, 2112, 2129, 1789, 2565, 2683, 2491, 2655, 2275, 2613, 2835, 2714, 2800, 2329, 2224, 2167, 1942, 2796, 2734, 2490, 1870, 2741, 2482, 2829, 2221, 2779, 2155, 2789, 2798, 2809, 2702, 2749, 2365, 1774, 803, 2222, 1919, 2818, 1512, 2814, 2761, 2698, 2762, 2517, 2764, 2012, 1683, 1351, 2384, 2101, 2775, 2732, 839, 2646, 2846, 2561, 2823, 2007, 2787, 2614, 709, 2844, 2837, 2694, 2636, 2286, 2138, 2842, 2572, 2755, 2688, 2520, 2709, 2586, 2539, 2847, 2301, 2508, 2729, 2674, 2536, 2415, 2506, 2175, 2344, 2715, 2092, 2738, 2708, 2848, 2824, 2172, 2838, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5699010205651571\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 113\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5699010205651571, 113)]\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 2456, 2661, 1963, 2506, 2708, 2327, 2794, 2839, 2093, 2825, 2697, 2082, 2784, 2804, 39, 2694, 2729, 2244, 2816, 2829, 2565, 2520, 1952, 2814, 2777, 2202, 2593, 2101, 1942, 2572, 2220, 2236, 2615, 2491, 2516, 2665, 957, 2702, 2738, 2819, 2753, 2157, 2842, 2021, 2529, 2530, 2752, 2175, 2746, 2849, 2243, 2764, 388, 2275, 2490, 2595, 2528, 2459, 2577, 2129, 2570, 2791, 762, 2810, 1870, 2365, 1401, 2727, 2468, 2498, 1905, 2430, 2762, 2803, 2744, 2704, 2597, 2732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5537439038387805\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113)]\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2834, 2224, 2674, 2685, 2787, 2267, 2030, 2807, 2430, 2646, 803, 1512, 2656, 2527, 2213, 2789, 2847, 2794, 2360, 2202, 2289, 2842, 2694, 2459, 2056, 2751, 2508, 2193, 2848, 2707, 2561, 2777, 2752, 1979, 2764, 2221, 2775, 2706, 2804, 1279, 2167, 2704, 2581, 2753, 2761, 2817, 2850, 2574, 1774, 2833, 2713, 2482, 2814, 2628, 2222, 2503, 2747, 2093, 2688, 2012, 2536, 2112, 2697, 2138, 2491, 1811, 1689, 2275, 1401, 2548, 2611, 2698, 39, 2740, 2220, 2828, 2732, 835, 2365, 2362, 2490, 2819, 2843, 2572, 2385, 2773, 2702, 2844, 2810, 2577, 2734, 2743, 2683, 1064, 2665, 2410, 2742, 1822, 2566, 1351, 2746, 2719, 2795, 2778, 388, 2006, 1033, 2750, 2131, 2816, 2614, 2432, 1927, 2021, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5767060093435805\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 115\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2823, 2612, 2836, 2682, 1279, 2829, 2708, 2795, 2614, 2224, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45772188561562377\n", - "Coverage: 0.9234375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115)]\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [762, 2838, 1512, 2172, 2615, 2807, 2702, 2809, 2735, 2764, 2826, 2825, 2147, 2244, 2327, 2771, 1279, 2222, 2384, 2267, 2597, 839, 2220, 2221, 2636, 2685, 2698, 2739, 2428, 2092, 2755, 957, 1789, 2581, 1919, 2847, 2286, 2708, 2752, 797, 2715, 2743, 2704, 2790, 2655, 2606, 2688, 2665, 2331, 1351, 2570, 770, 2527, 2706, 2742, 2596, 2614, 709, 1064, 2744, 2738, 1683, 1927, 2842, 2529, 2751, 2797, 2129, 2006, 951, 2138, 2822, 2787, 2611, 2833, 1689, 2595, 2586, 2623, 2167, 2761, 1811, 2804, 2776, 2700, 2694, 1966, 2845, 2449, 2651, 2732, 2844, 2520, 2612, 2768, 2740, 2415, 2707, 2025, 2816, 2649, 1952, 2193, 2779, 2849, 2508, 2840, 2789, 2757, 2473, 2800, 2817, 39, 2362, 2468, 2632, 1880, 2007, 2746, 2747, 2012, 2824, 2798, 2275, 2344, 2819, 2435, 2289, 2365, 2837, 2213, 2566, 2516]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5798429223476662\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 133\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2715, 2593, 2822, 2490, 2301, 2750, 2752, 2267, 797, 727, 2497, 2520, 2762, 2838, 2813, 1789, 951, 2798, 1880, 39, 2539, 1689, 835, 2012, 2689, 1351, 2240, 2683, 2850, 2698]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5277279176709917\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2635, 2784, 1064, 2848, 2776, 2529, 1351, 1279, 2021, 2743, 2809, 2777, 2516, 2595, 2639, 2694, 2331, 2193, 2839, 2683, 2771, 2385, 2473, 803, 2012, 1919, 2749, 2527, 2459, 2498, 2762, 1822, 2647, 2787, 2817, 2719, 1966, 2508, 2833, 2428]\n", - "Fitness: 1.0\n", - "Accuracy: 0.54556521824074\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2222, 2593, 2737, 2138, 303, 2822, 2540, 2824, 2572, 2735, 2779, 388, 2213, 2301, 2732, 2843, 2825, 2435, 2570, 2623, 2777, 2092, 2365, 2801, 2586, 2244, 2768, 2775, 2289, 1064, 2841, 2729, 2800, 2635, 2482, 2833, 2566, 2202, 2459, 2526, 2112, 2789, 2794, 1927, 2771, 2529, 2599, 2012, 2631, 2611, 2498, 2704, 2597, 2561, 2548, 1774, 839, 2530, 2688, 2649, 2842, 2819, 2344, 1033, 1683, 631, 2167, 2528, 2755, 2362, 2243, 2224, 2298, 727, 2101, 2490, 2128, 2131, 2007, 2430, 2661, 2764, 2651, 2747, 2813, 2006, 2702, 762, 2837, 2719, 1279, 2750, 2329, 2694, 2709, 2236, 2647, 957, 2091, 1207, 2334, 1952, 2803, 2715, 2743, 39, 2606, 2432, 2741, 2360, 2798, 2144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5580628066396567\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2236, 1870, 2758, 2762, 2385, 2091, 2719, 2752, 2331, 2289, 2228, 1683, 2713, 2202, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48661714031733005\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5537439038387805, 79), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2586, 951, 2490, 2385, 1919, 2091, 1279, 2713, 2841, 2732, 2193, 2360, 2632, 1207, 2833, 2570, 2468, 803, 2497, 2228, 1880, 2706, 2155, 2708, 2157, 2025, 2752, 2768, 2735, 2711, 2704, 2746, 2665, 2740, 2415, 2491, 2822, 2498, 1740, 2410, 2529, 2847, 770, 2829, 2430, 631, 2698, 2778, 2729, 2636, 2779, 2801, 39, 2773, 1952, 2796, 303, 2761, 2012, 2777, 2516, 2021, 1512, 2714, 1811, 1064, 2614, 2595, 2138, 2682, 2006]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5545449217175973\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2526, 2848, 2172, 2520, 1979, 2561, 2689, 2813, 2709, 1683, 2828, 2719, 2135, 2787, 1064, 2574, 951, 2606, 2428, 2698, 2749, 2829, 2817, 2845, 2847, 835, 2530, 2773, 1811, 2517, 2798, 2611, 2286, 2091, 2778, 2816, 2838, 2329, 2734, 2646, 1279, 2623, 2615, 2826, 2021, 2683, 797, 2430, 2649, 2725, 2665, 2101]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5466397544196405\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5580628066396567, 112), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2516, 2784, 1774, 2092, 2331, 2819, 2082, 2712, 2711, 2482, 2628, 1064, 2824, 2825, 2329, 2267, 2661, 2818, 2839, 2735, 2844, 2803, 631, 2685, 2135, 709, 2800, 2112, 2843, 2243, 2144, 2727, 2838, 2224, 1905, 951, 1870, 2732, 1927, 2508, 2540, 2647, 2572, 2530, 2810, 2845, 2833, 388, 2275, 2801, 2848, 2517, 2778, 2586, 2794, 770, 2846, 1401, 2021, 2012, 2529, 2415, 2632, 2840, 1683, 2822, 2596, 2849, 2025, 2155, 2635, 2581, 2551, 2491, 2432, 2334, 2490, 2779, 2593, 2847, 2506, 2157, 1279, 2704, 2644, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5672159011817456\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2539, 2761, 2193, 2614, 2508, 2839, 2777, 2846, 2131, 388, 2829, 2082, 2649, 2704, 839, 2810, 2843, 2112, 2331, 2092, 2506, 2202, 2725, 2817, 2775, 1966, 2006, 762, 2844, 2798, 2818, 2743]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5383084358416427\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5545449217175973, 72), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2596, 2698, 388, 2530, 1942, 2729, 2713, 2791, 2787, 2298, 2275, 2536, 2365, 2758, 2362, 1064, 2428, 2144, 2566, 2606, 2709, 2833, 2415, 839, 2430, 2656, 2623, 2762, 2639, 797, 2750, 2614, 2778, 2508, 2697, 2803, 2468, 2221, 2829, 2131, 2810, 2826, 2561, 2082, 2112, 2289, 2432, 2651, 2331, 1774, 2129, 2528, 2817, 762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588906879229459\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2144, 2719, 2275, 2850, 2775, 2468, 2540, 1064, 2129, 2837, 2744, 2712, 2655, 2788, 2682, 2056, 2845, 2529, 2527, 2784, 2735, 2091, 2835, 2611, 2819, 2286, 2787, 2498, 2656, 2612, 2202, 2790, 2741, 2595, 2240, 2823, 2727, 2415, 2694, 2221, 839, 2674, 2742, 2213, 1401, 2536, 1740, 2093, 2082, 2369, 2706, 2842, 2795, 2632, 2683, 2432, 2092, 2586, 2844, 2112, 951, 2828, 2797, 2572, 2334, 2749, 1952, 2700, 1789, 2647, 303, 2843, 2778, 2550, 2755, 2635, 2776, 1811, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5652658622298091\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1979, 2842, 2776, 951, 2530, 2848, 1351, 2758, 2267, 2702, 2415, 2840, 2740, 1789, 2849, 2561, 2735, 2141, 2729, 2647, 2683, 2599, 2844, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5116049907321254\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2529, 2599, 2091, 2012, 2298, 2540, 2112, 2790, 2753, 1919, 2530, 2788, 2784, 2734, 2615, 2848, 2157, 2286, 2803, 2839, 839, 2056, 2539, 2365, 709, 2804, 2432, 2131, 797, 2773, 2801, 2586, 2360, 1942, 2138, 2647, 2819, 2344, 2007, 631, 2674, 2228, 2644, 2704, 2572, 2473, 2613, 1979, 1740, 2807, 2606, 1963, 2779, 2527, 2740, 2222, 2741, 2837, 2240, 2267, 2482, 2665, 2836, 2384, 2685, 2449, 2135, 2752, 2646, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631228951912064\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2715, 2529, 2644, 2415, 2847, 2764, 2286, 2753, 2144, 2818, 2565, 2835, 1789, 2778, 2775, 388, 1963]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5051052679136171\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5631228951912064, 70), (0.5652658622298091, 79), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2360, 2661, 2135, 1512, 2755, 2365, 2167, 2517, 2459, 2651, 2784, 2631, 2689, 2841, 2561, 2776, 1919, 2599, 2822, 2842, 2529, 2816, 2286, 2757, 1774, 2228, 2497, 2644, 2790, 1207, 2706, 2275, 2814, 2628, 2007, 2803, 770, 1966, 2435, 2490, 2729, 1683, 2819, 2714, 2528, 1033, 2093, 2742, 1811, 2327, 2056, 2826, 2779, 2138, 2506, 2456, 2709, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5660290271295964\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2800, 1919, 2628, 2794, 2613, 2835, 2021, 2468, 2839, 803, 1064, 2702, 2758, 2459, 2727, 2581, 2615, 2706, 2586, 2540, 2735, 2135, 2649, 2788, 2844, 2228, 2647, 2503, 2826, 2655, 2776, 2129, 2101, 2712, 1979, 2784, 1401, 2561, 2202, 2508, 2747, 2840, 2551, 2056, 2698, 2112, 2819, 303, 39, 2739, 2138, 1870, 2713, 2790, 2661, 2528, 2030, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5614952170929401\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.5672159011817456, 86), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2202, 2757, 2135, 2331, 2850, 2822, 2520, 2228, 2775, 2432, 2849, 2527, 2360, 2796, 2635, 2334, 2762, 2301, 2456, 2743, 2683, 2536, 2711, 2550, 2577, 1789, 2655, 2172, 2714, 2712, 2236, 2131, 2365, 2732, 762, 2737, 2834, 2708, 2539, 2788, 2700, 2540, 2807, 2773, 2707, 2647, 2646, 2112, 2021, 2129, 1927, 2639, 2789, 2056, 2674, 2240, 2816, 2459, 2596, 2612, 2599, 2764, 2275, 2694, 2574, 1822, 2778, 2777, 2092, 2715, 2840, 2329]\n", - "Fitness: 1.0\n", - "Accuracy: 0.568434522893726\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5699010205651571, 113), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2697, 2837, 2810, 2818, 1880, 2709, 2743, 797, 2644, 2761, 2289, 839, 2825, 2385, 2101, 762, 2599, 1905, 2674, 2228, 2742, 2329, 2520, 2714, 2365, 2665, 2298, 2819, 2157, 2236, 2131, 2147, 1064, 2550, 1979, 2835, 2539, 1870, 2849, 2794, 39, 2144, 2768, 2694, 2639, 2798, 2240, 2778, 803, 2360, 2528, 2572, 2838, 2628, 923, 2846, 2586, 2468, 388, 2737, 709, 2193, 2779, 2800, 2597, 2235, 2384, 2129, 2128, 2430, 2755, 2655, 2750, 2850, 2836, 727, 2777, 2611, 2112, 2719, 2632, 2508, 2646, 2220, 2593, 1789, 2091, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707496599337207\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5798429223476662, 133)]\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2809, 1064, 2656, 2030, 2497, 1689, 2787, 2344, 835, 2482, 2056, 2700, 2632, 2202, 2776, 2810, 727, 762, 388, 2222, 2581, 2823, 2752, 2093, 303, 2595, 2289, 2818, 2732, 2791, 2689, 2751, 2459, 2539, 2614, 2798, 2612, 2757, 2829, 1880, 2727, 1033, 2848, 2331, 2193, 2647, 2682, 2428, 2147, 2551, 2720, 1811, 2498, 1279, 2155, 2636, 2536, 2725, 2762, 2746, 2615, 2779, 2385, 2550, 2702, 2329, 2734, 2839, 2491, 2813, 2773, 2740, 2807, 2131, 2577, 2801, 1952, 2665, 2613, 2175, 2849, 2707, 923, 2593, 2694, 1401, 2528, 2778, 2639, 2082, 2275, 2795, 1740, 2838, 2586, 2739, 2706, 2631, 631, 2012, 2729, 2430, 2167, 2708, 1512, 2661, 2635, 2712, 2091, 1927, 2688, 2800, 2737, 2570, 2814, 2334, 2743, 2548, 2527, 2715, 2846, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5786340691464031\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 122\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2816, 1351, 2384, 2243, 2362, 2720, 1942, 1905, 2497]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44818781915556105\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2631, 2220, 2508, 2410, 631, 2797, 2172, 2007, 2833, 2787, 2384, 2498, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48058630601325103\n", - "Coverage: 0.94140625\n", - "Birth Iteration: 0\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.48661714031733005, 15), (0.5051052679136171, 17), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2574, 951, 2561, 2809, 2456, 2244, 2797, 835, 2651, 2344, 2449, 2172, 2787, 2697, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5076243226148349\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.5116049907321254, 24), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2612, 2298, 2838, 2193, 2810, 2503, 1207, 1401, 2157, 2012, 2848, 2329, 2224, 2577, 2025, 2581, 2235, 2369, 709, 2093, 2490]\n", - "Fitness: 1.0\n", - "Accuracy: 0.523941398704207\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2674, 2847, 2702, 2719, 2651, 2222, 2240, 2141, 2685, 1942, 2611, 2816, 2175, 2700, 1811, 2435, 2570, 1966, 2848, 2548, 2835, 2739, 2449, 2755, 2516, 2157, 2172, 2527, 2482, 1740, 2683, 2565, 2794, 2697, 2021, 2809, 835, 2796, 2503, 2747, 2753, 2221, 2025, 2551, 2193, 2572, 2836, 2213, 2007, 2644, 2841, 2734, 2456, 2528, 1979, 803, 2101, 2202, 2082, 2824, 2410, 2220, 2517, 2593, 2415, 2473, 2804, 2595, 2529, 2803, 1789, 2147, 2784, 2798, 2430, 727, 2613, 2800, 2334, 2006, 2810, 2738, 1919, 2056, 1207, 1512, 2834, 2822, 1774, 2761, 2235, 2656, 1927, 2817, 2635, 1963, 2577, 2167, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5726777197365432\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 99\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [797, 2456, 803, 1927, 2301, 2656, 2615, 2369, 2771, 2791, 2155, 2449, 2715, 2800, 709, 2213, 39, 2784, 2224, 1033, 1689, 2639, 2825, 2761, 2056, 2720, 2646, 2846, 2798, 2612, 2410, 2778, 2682, 2789, 2561, 2577, 2006, 2526, 2833, 1512, 2845, 951, 2517, 2740, 2725, 2764, 1919, 2138, 1822, 1942, 2758, 2595, 1401, 2093, 2829, 923, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605012711274571\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.45772188561562377, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.44818781915556105, 10), (0.4635829920459901, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2752, 631, 2823, 2761, 2790, 2713, 2834, 2833, 2646, 2848, 2758]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4635829920459901\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44818781915556105, 10), (0.4635829920459901, 11), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 709, 2623, 2491, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4719582689222158\n", - "Coverage: 0.93671875\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2596, 631, 2682, 2614, 1689, 2202, 2762, 39, 2697, 2220, 2803, 762, 2835, 2773, 2141, 1351, 2012, 2850, 388, 2175, 2789, 2138, 1064, 2810, 2761, 1207, 2006, 2741, 2267, 1279, 727, 2101, 2727, 2301, 2030, 2746, 797, 2275, 2768, 2092, 2530, 2742, 2631, 2707, 2243, 2112, 2849, 770, 2819, 1880, 2491, 2298, 2490, 2236, 2843, 2777, 2593, 2240, 2221, 2550, 1811, 2848, 2683, 2844, 2665, 2842, 2536, 2222, 1774, 2814, 2655, 2432, 957, 2503, 1942, 2674, 2826, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5703039716322449\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5466397544196405, 52), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2623, 2632, 923, 2141, 2468, 2704, 2708, 2790, 1683, 2614, 2548, 839, 2329, 2791, 2788, 2757, 2649, 631, 2586, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 2773, 2286, 2334, 1207, 2508, 2844, 2430, 2093, 2240, 2566, 2595, 2021, 2615, 2819, 2720, 2449, 2826, 2779, 2030, 2482, 2661]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5539331687339277\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2709, 2674, 2360, 2506, 803, 2822, 2747, 797, 2529, 2845, 2743, 2135, 2655, 2597, 2734, 2751, 2735, 2850, 2777, 2647, 923, 2784, 2719, 2800, 2365, 2167, 2771, 2804, 1870, 1880, 2846, 2828, 2220, 2732, 2030, 2415, 2796, 2739, 2789, 2656, 2606, 2682, 2713, 2129, 1351, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5526229672339729\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2236, 2797, 2776, 2490, 2747, 2685, 2829, 2202, 2536, 2732, 2030, 2753, 2362, 2789, 2410, 1683, 2837, 2848, 2741, 2835, 2526, 2822, 2836, 2334, 2636, 2329, 2804, 303, 839, 2517, 2800, 2807, 2614, 2632, 2674, 2093, 2298, 1811, 2581, 2779, 2809, 2834, 2682, 2593, 2702, 2824, 2101, 2795, 2714, 2791, 2842, 1740, 762, 2796, 2235, 2839, 2006, 2752, 2778, 2267, 2755, 2540, 2213, 2369, 2849, 2810, 631, 2157, 1033, 2818, 2572, 2847, 1689, 2708, 1064, 1401, 2661, 2644, 2138, 2751, 2656, 2647, 2757, 2739, 1966, 2228, 2814, 2220, 2508, 2172, 2826, 2135, 2301, 2801, 2520, 2012, 2491, 2737, 2129, 2289, 2813, 2530, 1979, 2141, 2597, 2688, 709, 2735, 2700, 2586, 2082, 951, 2823, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5732308616559091\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 114\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5798429223476662, 133)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2823, 2729, 2572, 2614, 2508, 2093, 2689, 1963, 2536, 2528, 2842, 2144, 2788, 2833, 839, 2606, 2655, 2850, 2757, 2530, 1064, 2771, 303, 2548, 2007, 2172, 2647, 2839, 2814, 2749, 2828, 2743, 2101, 2706, 2577, 2141, 2750, 2243, 2826, 1279, 2369, 2755, 2240, 2301, 2834, 2025, 2435, 2646, 2707, 2632, 2636, 2789, 1811, 2779, 2236, 2597, 2091, 2410, 2787, 2740, 2656, 2286, 2727, 2836, 2327, 1033, 2819, 2365, 2167, 2790, 2298, 2778, 2574, 2803, 1952, 2526, 1942, 727, 2822, 2737, 2777, 2791, 2700, 1919, 2746, 2613, 2615, 2817, 2712, 951, 2818, 2157, 2221, 2482, 2030, 1207, 2720, 2628, 2651, 2222, 2498, 2804, 2213, 2751, 2128, 2581, 2449, 957, 1740, 2193, 2112, 2275, 2824, 2747, 1512, 1905, 2709, 2459, 2798, 2829, 2797, 2529, 2360, 2639, 2807, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5827002117324698\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 126\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5614952170929401, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2837, 1064, 2778, 2829, 2222, 2810, 2826, 2750, 2707, 923, 2784, 2796, 2839, 2213, 2498, 2816, 2482, 2775, 2030, 2329, 2842, 2128, 2144, 2817, 2530, 2704, 2240, 2809, 1207, 2757, 2715, 2738, 2803, 2649, 2360, 2779, 2548, 2135, 2517, 2459, 2798, 2631, 2112, 2651, 1966, 1927, 2228, 1351, 2007, 2243, 2599, 2807, 2741, 2734, 2749, 2362, 2777, 2267]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5646162562671102\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5076243226148349, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2843, 2362, 2410, 2715, 2635, 2539, 1952, 2798, 2202, 2747, 2459, 727, 2688, 2709, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5137955792604749\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 0\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2497, 2841, 2744, 923, 2747, 2331, 2737, 2819, 1942, 2289, 1033, 1811, 2814, 2824, 2817, 2631, 2807, 2734, 2365, 2141, 2833, 2773, 1512, 2410, 2844, 2526, 2707, 2768, 1822, 2329, 1870, 2749, 2275, 2595, 2706, 2845]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5443942180185064\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5703039716322449, 78), (0.5707496599337207, 88), (0.5726777197365432, 99), (0.5732308616559091, 114), (0.5767060093435805, 115), (0.5786340691464031, 122), (0.5827002117324698, 126)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2807, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 2768, 1740, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833449334398101\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2807, 2713, 2779, 2490, 2841, 709, 2709, 2007, 2796, 2577, 2526, 2725, 2826, 2822, 2093, 2778, 2689, 2738, 2157, 1683, 2809, 2749, 2639, 2482, 1740, 1952, 2839, 2243, 2329, 1351, 2056, 2706, 2503, 2707, 2128, 2764, 2751, 2797, 2135, 2572, 2147, 1880, 2818, 2635, 2599, 923, 1064, 1207, 1927, 2030, 2112, 2228, 2267, 2362, 2459, 2498, 2517, 2530, 2649, 2651, 2715, 2734, 2750, 2757, 2829, 2837, 2842, 2771, 2551]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814596108713757\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.568434522893726, 72), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2222, 2810, 2826, 2707, 2784, 2796, 2839, 2213, 2816, 2482, 2775, 2329, 2128, 2144, 2817, 2704, 2240, 2809, 2738, 2803, 2360, 2779, 2548, 2135, 2798, 2631, 1966, 1351, 2007, 2243, 2599, 2807, 2741, 2749, 2777, 631, 727, 835, 1033, 1870, 2131, 2286, 2289, 2334, 2527, 2550, 2623, 2647, 2682, 2697, 2711, 2714, 2732, 2740, 2753, 2755, 2768, 2789, 2790, 2846, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5746814854974248\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5277279176709917, 31), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2841, 2635, 2623, 2520, 388, 762, 797, 839, 2082, 2112, 2129, 2144, 2221, 2275, 2289, 2430, 2508, 2528, 2606, 2614, 2639, 2656, 2698, 2709, 2750, 2762, 2791, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5366978526371315\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5526229672339729, 46), (0.5539331687339277, 49), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2360, 2661, 2135, 1512, 2755, 2365, 2167, 2517, 2459, 2784, 2631, 2689, 2841, 2776, 2599, 2842, 2497, 2644, 2706, 2275, 2814, 2628, 2803, 770, 2819, 2528, 1033, 2742, 1811, 2456, 2141, 2289, 2410, 2595, 2734, 2737, 2747, 2749, 2768, 2773, 2807, 2817, 2824, 2833, 2844, 2435]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556731847054428\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5588906879229459, 54), (0.5605012711274571, 57), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2497, 2841, 2744, 923, 2331, 2819, 1942, 1033, 1811, 2814, 2365, 1512, 2526, 2707, 1822, 2329, 1870, 2275, 2706, 2845, 1207, 1683, 1774, 1919, 1966, 2007, 2012, 2056, 2093, 2138, 2228, 2286, 2327, 2435, 2490, 2506, 2529, 2561, 2651, 2709, 2729, 2757, 2779, 2790, 2816, 2818, 2822, 2826, 388]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5605830824047142\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.54556521824074, 41), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2193, 2614, 2508, 2839, 2777, 2131, 388, 2082, 2112, 2331, 2092, 2202, 2725, 2817, 1966, 2006, 2818, 2743, 1064, 1279, 2012, 2213, 2385, 2459, 2473, 2498, 2529, 2595, 2639, 2719, 2776, 2784, 2787, 2833, 2848, 2700, 2697, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5523811965937203\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2709, 803, 797, 2845, 2597, 2751, 2850, 2784, 2719, 2167, 2771, 1870, 1880, 2220, 2732, 2415, 2739, 2606, 2129, 631, 2007, 2172, 2787, 2807, 2775, 2574]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5247314270084669\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1966, 2490, 727, 2520, 2762, 2838, 1789, 2539, 2012, 2689, 2240, 923, 1207, 2021, 2030, 2141, 2144, 2193, 2329, 2449, 2548, 2577, 2614, 2615, 2649, 2651, 2700, 2704, 2720, 2757, 2779, 2790, 2819, 2826, 2833, 2530, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5478425023017054\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5646162562671102, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2829, 2222, 2810, 2826, 923, 2784, 2839, 2816, 2482, 2775, 2030, 2329, 2842, 2144, 2704, 2240, 1207, 2757, 2715, 2738, 2803, 2649, 2779, 2548, 2135, 2798, 2112, 2651, 1966, 2243, 2599, 2807, 2741, 2734, 2749, 2362, 2777, 631, 839, 1683, 2141, 2157, 2334, 2430, 2490, 2566, 2614, 2615, 2632, 2661, 2700, 2720, 2773, 2791, 2129, 2813, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5659215735117064\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.5383084358416427, 33), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2682, 2623, 1683, 2548, 839, 2791, 2757, 2649, 2586, 2157, 2193, 2651, 2334, 1207, 2508, 2844, 2430, 2093, 2566, 2021, 2615, 2826, 2030, 2482, 2661, 2410, 2491, 2635, 2473]\n", - "Fitness: 1.0\n", - "Accuracy: 0.539006884357928\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 0\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5346025070882756, 27), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2138, 709, 2623, 2520, 923, 2141, 2144, 2240, 2286, 2449, 2490, 2577, 2595, 2614, 2632, 2700, 2704, 2708, 2720, 2773, 2779, 2788, 2819, 2838, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5346025070882756\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5247314270084669, 26), (0.5346025070882756, 27), (0.5366978526371315, 28), (0.539006884357928, 29), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2539, 2761, 2193, 2508, 2777, 2131, 2082, 2704, 2843, 2112, 2331, 2506, 2202, 2817, 2775, 1966, 2844, 2798, 2818, 2743, 2635, 2688, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5412792841635347\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2213, 2635, 2784, 1064, 2848, 2776, 2529, 1351, 1279, 2021, 2743, 2809, 2777, 2516, 2595, 2639, 2694, 2331, 2193, 2839, 2771, 2385, 2473, 803, 2012, 1919, 2749, 2527, 2459, 2498, 2762, 1822, 2647, 2787, 2817, 2719, 1966, 2508, 2833, 2428, 2838, 2506, 2240]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5551847591695789\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5523811965937203, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2829, 2222, 2826, 2750, 2839, 2498, 2482, 2842, 2144, 2530, 2240, 1207, 2715, 2803, 2548, 2135, 2459, 2798, 2112, 1966, 1351, 2007, 2807, 2734, 2777, 2267, 39, 797, 1880, 2497, 2539, 2593, 2683, 2689, 2762, 2813, 2822, 2838, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5551578957651064\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5833449334398101, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1740, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714, 2683, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5840323923815385\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2497, 2841, 923, 2331, 2737, 2819, 2289, 1033, 1811, 2814, 2817, 2631, 2807, 2734, 2365, 2833, 2773, 1512, 2410, 2844, 2707, 2768, 1822, 2329, 2749, 2275, 2706, 2845, 770, 1207, 1683, 1919, 1966, 2012, 2093, 2167, 2228, 2286, 2327, 2360, 2459, 2490, 2517, 2528, 2529, 2628, 2661, 2709, 2729, 2779, 2790, 2803, 2818, 2822, 2842, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5608724745347137\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5551578957651064, 39), (0.5551847591695789, 43), (0.5556731847054428, 46), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2135, 1512, 2755, 2365, 2651, 2631, 2689, 2841, 2561, 2776, 2599, 2816, 2757, 1774, 2497, 2644, 2706, 2275, 2007, 2435, 2819, 2714, 1033, 1811, 2056, 2826, 2138, 2506, 2456, 1942, 2141, 2526, 2595, 2744, 2747, 2824, 2796, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5561249783261168\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2715, 2301, 2752, 727, 2497, 2520, 2762, 2838, 1789, 1880, 2539, 835, 2240, 923, 1811, 1822, 1870, 2275, 2289, 2329, 2365, 2410, 2526, 2706, 2707, 2734, 2737, 2747, 2773, 2814, 2817, 2819, 2824, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5427824137501557\n", - "Coverage: 0.996875\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5608724745347137, 56), (0.5659215735117064, 58), (0.5660290271295964, 59), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2517, 2651, 2689, 2561, 2776, 2599, 2529, 2286, 1774, 2497, 2275, 2814, 2628, 2007, 2803, 770, 2435, 2490, 2729, 1683, 2819, 2714, 2528, 2093, 1811, 2826, 2779, 2138, 2506, 2456, 2709, 388, 1942, 2129, 2131, 2144, 2221, 2331, 2362, 2430, 2468, 2566, 2606, 2614, 2623, 2656, 2697, 2698, 2713, 2750, 2791, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5669582567115774\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2829, 2222, 2810, 2826, 2707, 923, 2784, 2796, 2839, 2498, 2775, 2030, 2329, 2842, 2817, 2530, 2704, 1207, 2757, 2715, 2738, 2803, 2360, 2779, 2135, 2459, 2112, 2228, 1351, 2243, 2599, 2807, 2741, 2734, 2749, 2777, 2267, 631, 1880, 2365, 2415, 2506, 2647, 2655, 2674, 2804, 2845, 2846, 2850, 2536, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5616673870943321\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631717377447928\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5427824137501557, 34), (0.5443942180185064, 36), (0.5478425023017054, 37), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1064, 2776, 2529, 1351, 1279, 2021, 2743, 2777, 2516, 2694, 2193, 2839, 2683, 2473, 2012, 2527, 2498, 2762, 2817, 2719, 1966, 2428, 39, 835, 1789, 2240, 2267, 2497, 2520, 2698, 2752, 2850, 2646]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5498352784880299\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2777, 2846, 388, 2704, 2112, 2331, 2506, 2202, 2817, 2775, 762, 2844, 2798, 2818, 2743, 797, 803, 923, 1880, 2030, 2220, 2647, 2655, 2656, 2674, 2719, 2732, 2739, 2747, 2751, 2804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5522151319115266\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2410, 2797, 2172, 2384, 2807, 762, 1789, 1927, 2056, 2092, 2112, 2202, 2275, 2301, 2360, 2459, 2520, 2527, 2536, 2539, 2574, 2596, 2599, 2612, 2635, 2639, 2647, 2683, 2694, 2707, 2708, 2714, 2732, 2757, 2764, 2773, 2777, 2778, 2788, 2796, 2822, 2840, 2849, 2850, 2847, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5565914247128668\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2784, 1064, 2848, 2776, 2529, 1351, 2743, 2809, 2694, 2193, 2839, 2012, 2527, 2762, 2647, 2787, 2719, 709, 2157, 2224, 2298, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5285496936350826\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 0\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5565914247128668, 47), (0.5605830824047142, 49), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.56138776347505, 45), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 709, 2623, 2520, 835, 1351, 1870, 1880, 1952, 2007, 2131, 2135, 2147, 2157, 2243, 2286, 2482, 2503, 2526, 2572, 2577, 2599, 2639, 2647, 2689, 2697, 2714, 2732, 2740, 2742, 2749, 2755, 2768, 2789, 2807, 2809, 2826, 2839, 2846, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56138776347505\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 0\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.56138776347505, 45), (0.5616673870943321, 52), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2713, 2779, 2682, 2490, 2289, 2841, 709, 2709, 2623, 2334, 2711, 2796, 2550, 2725, 2822, 2093, 1033, 2778, 2848, 2738, 1683, 631, 727, 2790, 1740, 2753, 2329, 2056, 2706, 2707, 2527, 2128, 2764, 2751, 2797, 2818, 2635, 2491, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5628921141255108\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2612, 2193, 1207, 1401, 2329, 2224, 2581, 709, 1033, 1822, 1870, 2275, 2410, 2497, 2706, 2707, 2747, 2817, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5150752541644382\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 0\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2508, 2777, 2846, 2112, 2506, 2202, 2775, 762, 2798, 803, 1880, 2674, 2719, 2732, 2747, 2751, 2804, 2362, 2459, 2651, 2843, 2789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.531171317698832\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2527, 2539, 2508, 2777, 2131, 2704, 2331, 2817, 2775, 1966, 2798, 2743, 2747, 631, 727, 835, 2144, 2213, 2222, 2482, 2550, 2599, 2631, 2647, 2697, 2740, 2755, 2768, 2779, 2784, 2839, 2846]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5472197597434789\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 21), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2410, 2635, 2539, 1952, 2202, 2747, 2459, 727, 2688, 2709, 1064, 1351, 2298, 2577, 2647, 2784, 2787, 2809, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.523941398704207\n", - "Coverage: 0.996875\n", - "Birth Iteration: 1\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5150752541644382, 19), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2776, 2529, 2743, 2694, 2193, 2012, 2527, 2762, 2719, 709, 2224, 2362, 2651, 2715, 2798, 2843, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5169263869453623\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 1\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5746814854974248, 62), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2713, 2779, 2682, 2490, 2289, 2841, 709, 2709, 2623, 2334, 2711, 2796, 2550, 2725, 2822, 2093, 1033, 2778, 2848, 2738, 1683, 631, 727, 2790, 1740, 2753, 2329, 2056, 2706, 2707, 2527, 2128, 2764, 2751, 2797, 2818, 2635, 2491, 2581, 835, 1351, 1966, 2131, 2135, 2147, 2157, 2243, 2286, 2572, 2647, 2689, 2714, 2789, 2839, 2846, 2661, 2700, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5769966225374195\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5669582567115774, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2517, 2651, 2689, 2561, 2776, 2599, 2529, 2286, 1774, 2497, 2275, 2814, 2628, 2007, 2803, 770, 2435, 2490, 2729, 1683, 2819, 2714, 2528, 2093, 1811, 2826, 2779, 2138, 2506, 2456, 2709, 388, 1942, 2129, 2131, 2144, 2221, 2331, 2362, 2430, 2468, 2566, 2606, 2614, 2623, 2656, 2697, 2698, 2713, 2750, 2410, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5702722239724137\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5498352784880299, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2848, 2776, 1351, 2743, 2809, 2694, 2527, 2762, 2787, 2719, 709, 2224, 2577, 631, 727, 1033, 1740, 2056, 2289, 2329, 2334, 2528, 2550, 2635, 2682, 2751, 2764, 2778, 2779, 2790, 2796, 2818, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5501625235970586\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2092, 2613, 2713, 2490, 709, 2709, 2623, 2711, 2725, 2822, 2093, 2848, 2738, 1683, 2753, 2706, 2707, 2527, 2797, 2491, 2581, 1064, 2012, 2157, 2298, 2529, 2647, 2784, 2839, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5442171637617558\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5137955792604749, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 2520, 1952, 2202, 2539, 2651, 2709, 2715, 2747, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5142034145829213\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 1\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5561249783261168, 38), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 1683, 2548, 839, 2329, 631, 2490, 2700, 2157, 2193, 2577, 2651, 1207, 2826, 2779, 2030, 2482, 1064, 2112, 2128, 2135, 2228, 2362, 2517, 2530, 2707, 2715, 2749, 2817, 2837, 2202, 2410, 2459, 2539, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5564632130097026\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.523941398704207, 20), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 1966, 2082, 2112, 2131, 2193, 2527, 2539, 2635, 2747, 2798, 2817, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5253920225457227\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 1\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2807, 2713, 2779, 2490, 2841, 709, 2709, 2007, 2796, 2577, 2526, 2725, 2826, 2822, 2093, 2778, 2689, 2738, 2157, 1683, 2809, 2749, 2639, 2482, 1740, 1952, 2839, 2243, 2329, 1351, 2056, 2706, 2503, 2707, 2128, 2764, 2751, 2797, 2135, 2147, 1880, 2818, 2635, 2599, 923, 1064, 1207, 1927, 2030, 2112, 2228, 2267, 2362, 2459, 2498, 2517, 2530, 2649, 2651, 2715, 2734, 2750, 2757, 2829, 2837, 2842, 2773, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5771895506240857\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2704, 2708, 1683, 2329, 2757, 2649, 2490, 2700, 2157, 2577, 2651, 1207, 2240, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2228, 2243, 2362, 2517, 2707, 2715, 2738, 2749, 2803, 2807, 2809, 2817, 2829, 2837, 2842, 709, 1740, 1880, 2007, 2092, 2459, 2498, 2503, 2528, 2689, 2706, 2709, 2725, 2742, 2764, 2797, 2818, 2734, 2762, 2236, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730379335692428\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 709, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2647, 2778, 1880, 2526, 2527, 2528, 2147, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5898922777480652\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 114\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5631717377447928, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5649227432908648\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 1\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1740, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 2527, 2128, 2764, 2751, 2797, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714, 2683, 2236, 2520, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5834255236532276\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5442171637617558, 30), (0.5472197597434789, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2243, 2329, 2530, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2837, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5486532886912394\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 1\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5840323923815385, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 2157, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 2707, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 2147, 1880, 2818, 2635, 2599, 2714, 2683, 2236, 2235]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5870239987887047\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.531171317698832, 23), (0.5412792841635347, 24), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2848, 2776, 2529, 2012, 2647, 2787, 2719, 2157, 2298, 2577, 1942, 2138, 2141, 2275, 2497, 2506, 2644, 2651, 2755, 2757, 2816, 2824, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5437653701410817\n", - "Coverage: 0.996875\n", - "Birth Iteration: 1\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5285496936350826, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1064, 2529, 1279, 2516, 2839, 2683, 2527, 2762, 2817, 2719, 1966, 39, 1789, 2240, 2267, 2497, 631, 2172, 2410, 2797, 2807, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5310199057827141\n", - "Coverage: 0.98125\n", - "Birth Iteration: 1\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2689, 2529, 2286, 2497, 2814, 2628, 2435, 2490, 2729, 2819, 2714, 2528, 2093, 1811, 2779, 2506, 388, 1942, 2129, 2131, 2331, 2430, 2468, 2656, 2698, 2713, 1966, 2082, 2112, 2193, 2508, 2527, 2688, 2704, 2761, 2775, 2777, 2798, 2843, 2844, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5633329181716279\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5771895506240857, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 1683, 2548, 839, 2329, 2757, 2649, 631, 2157, 2193, 2651, 1207, 2021, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2816, 2817, 2829, 2837, 2842, 1351, 1740, 1880, 1952, 2007, 2092, 2147, 2459, 2498, 2503, 2551, 2613, 2706, 2725, 2734, 2750, 2751, 2764, 2818, 2822, 2839, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5788868293612126\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2843, 2362, 2410, 2715, 2635, 2539, 1952, 2798, 2202, 2747, 2459, 727, 2688, 2709, 2651, 2112, 2817, 2818, 2082, 2761, 2506, 2775, 2508, 1966, 2704, 2193, 2131, 2743, 2777, 2331, 2844, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5499158687014475\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 1\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5628921141255108, 42), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2713, 2779, 2682, 2490, 2289, 2841, 709, 2623, 2334, 2711, 2796, 2550, 2725, 2822, 2093, 1033, 2778, 2848, 2738, 1683, 631, 727, 2790, 1740, 2753, 2329, 2056, 2706, 2707, 2527, 2128, 2764, 2751, 2797, 2818, 2635, 2491, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5630423049777888\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5649227432908648, 54), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5671670586281592, 51), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2135, 2167, 2517, 2651, 2776, 2599, 2497, 2628, 2803, 770, 1683, 2819, 2528, 2093, 1811, 2779, 2138, 2456, 388, 2131, 2221, 2331, 2430, 2468, 2566, 2623, 2698, 2410, 2327, 709, 1033, 1351, 1740, 2056, 2289, 2329, 2334, 2577, 2682, 2694, 2751, 2764, 2787, 2790, 2809, 2841, 2360, 2267, 2740, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5671670586281592\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5671670586281592, 51), (0.5702722239724137, 56), (0.5730379335692428, 60), (0.5769966225374195, 61), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2243, 2329, 2530, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2837, 2301, 2824, 2826, 1942, 2719, 2848, 2497, 2755, 2757, 2506, 2644, 2647, 2776, 2138, 2012, 2141, 2529, 2787, 2275, 2157, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5781615174404549\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 631, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2228, 2243, 2577, 2651, 2700, 2708, 2715, 2741, 2816, 2829, 2301, 1942, 2275, 2298, 2647, 2755, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5461610973944939\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2384, 2498, 2807, 1966, 2131, 2527, 2635, 2818, 631, 709, 727, 1740, 2056, 2092, 2334, 2490, 2706, 2725, 2764, 2778, 2779, 2796, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5439167820571995\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5633329181716279, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2689, 2497, 2628, 2490, 2528, 2779, 2129, 2331, 2468, 2698, 2713, 1966, 2193, 2508, 2527, 2688, 2704, 2761, 2843, 839, 2220, 2222, 2240, 2362, 2449, 2482, 2517, 2577, 2651, 2700, 2708, 2741, 2757, 2809, 2810, 2826, 2829, 2837, 2838, 2762, 2711, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5685370922562574\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 2\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5630423049777888, 41), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2704, 1683, 2548, 2757, 2193, 2651, 2021, 2779, 2030, 2135, 2222, 2243, 2362, 2517, 2707, 2715, 2738, 2749, 2809, 2817, 2837, 1740, 2007, 2459, 2551, 2613, 2706, 2725, 2734, 2764, 2839, 2741, 709, 2012, 2224, 2527, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5661902075564315\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5461610973944939, 28), (0.5486532886912394, 30), (0.5499158687014475, 32), (0.5501625235970586, 33), (0.5522151319115266, 34), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5534447431980638\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 2\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5564632130097026, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2548, 2329, 631, 2700, 2157, 2577, 1207, 2826, 2779, 2112, 2128, 2517, 2530, 2707, 2749, 2817, 2202, 2459, 727, 1351, 1740, 2056, 2224, 2289, 2334, 2528, 2550, 2751, 2764, 2776, 2790, 2809, 2818, 2841, 2704]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5598406755902012\n", - "Coverage: 0.996875\n", - "Birth Iteration: 2\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2092, 2613, 2779, 2682, 2289, 2841, 709, 2709, 2623, 2334, 2711, 2796, 2725, 2822, 2093, 1033, 2778, 1683, 631, 727, 2790, 2056, 2707, 2527, 2764, 2751, 2818, 2635, 835, 1351, 2131, 2135, 2243, 2572, 2647, 2689, 2714, 2789, 2661, 2700, 2012, 2224, 2651, 2762, 2776, 2843, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5712441907887829\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5169263869453623, 17), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2131, 2498, 2508, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5186615186615187\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 2\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 1966, 2082, 2112, 2131, 2193, 2527, 2539, 2635, 2747, 2798, 2817, 2818, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5279648040558856\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 2\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2635, 2520, 1952, 2202, 2539, 2651, 2709, 2715, 2798, 709, 727, 923, 1033, 1064, 1870, 1880, 1927, 1966, 2030, 2056, 2092, 2128, 2135, 2144, 2147, 2157, 2193, 2236, 2240, 2286, 2289, 2329, 2362, 2449, 2468, 2482, 2490, 2503, 2527, 2528, 2550, 2577, 2599, 2623, 2649, 2689, 2700, 2704, 2725, 2738, 2740, 2741, 2742, 2751, 2757, 2779, 2796, 2803, 2807, 2809, 2818, 2826, 2837, 2839, 2842, 2846, 2848, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5808637317176217\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48058630601325103, 13), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2631, 2220, 2508, 2410, 2797, 2172, 2833, 2787, 2384, 2498, 2807, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48581245924699434\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 2\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.56709257373394, 44), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2818, 2661, 2135, 2167, 2689, 2529, 2497, 2814, 2628, 2435, 2490, 2729, 2819, 2714, 2528, 2093, 1811, 2779, 2506, 388, 2129, 2331, 2430, 2468, 2656, 2698, 2713, 1966, 2082, 2112, 2193, 2508, 2527, 2688, 2704, 2761, 2775, 2777, 2798, 2843, 2844, 2581, 1512, 2498]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56709257373394\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 2\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5661902075564315, 38), (0.56709257373394, 44), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2704, 1683, 2548, 2757, 2193, 2651, 2021, 2779, 2030, 2135, 2222, 2243, 2362, 2517, 2707, 2715, 2738, 2749, 2809, 2817, 2837, 1740, 2007, 2551, 2613, 2706, 2725, 2734, 2764, 2741, 709, 2012, 2224, 2527, 2694, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5675919888443608\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2329, 2757, 2649, 2144, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2128, 2243, 2362, 2530, 2715, 2738, 2741, 2807, 2809, 2817, 2837, 2842, 2689, 2818, 2056, 1033, 2697, 2709, 2839, 2711, 2713, 2841, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 835, 2755, 709, 1351, 2503, 2635, 1740, 1870, 2639, 2007, 727, 2647, 2778, 1880, 2526, 2527, 2528, 2147, 2796, 2286, 2289, 2550, 2682, 2539, 2798, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58772244730499\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2651, 2715, 2798, 2082, 2498, 2508, 2527, 1683, 1740, 2012, 2021, 2030, 2222, 2224, 2362, 2517, 2548, 2613, 2694, 2704, 2706, 2707, 2725, 2734, 2741, 2764, 2779, 2817, 2837, 2839, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5549967153382713\n", - "Coverage: 0.9875\n", - "Birth Iteration: 3\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5437653701410817, 23), (0.5439167820571995, 25), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2757, 2193, 2651, 2243, 2715, 2738, 2749, 2809, 2007, 2459, 2551, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5445285350408691\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167, 1966, 2012, 2635, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.554631617250213\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 3\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5253920225457227, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2798, 2817, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5263481155321763\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 3\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.554631617250213, 30), (0.5549967153382713, 31), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2128, 2222, 2329, 2530, 2577, 2708, 2749, 2817, 1942, 2848, 2497, 2644, 2647, 2776, 2141, 2529, 2787, 2157, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5589712781363635\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 3\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2410, 2172, 2787, 2384, 2807, 2138, 2202, 2539, 2651, 2709, 2715, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5115830115830116\n", - "Coverage: 0.984375\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 2520, 1952, 2747, 2798, 1683, 2498, 2631, 2797, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5000610531919829\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 3\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.5685370922562574, 45), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2647, 2787, 2719, 2157, 1942, 2138, 2141, 2275, 2506, 2651, 2757, 2816, 2824, 2826, 923, 1064, 1740, 2007, 2030, 2112, 2193, 2228, 2362, 2459, 2482, 2530, 2548, 2613, 2704, 2706, 2707, 2725, 2734, 2750, 2751, 2764, 2779, 2807, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.568541976511616\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 3\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2131, 2384, 2498, 2527, 2797, 2833, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5489060489060489\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2138, 2410, 2635, 709, 2623, 2491, 2520, 1351]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47464949362482567\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2131, 2498, 2508, 2527, 2012, 2112, 2193, 2787, 2817, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5265947704277875\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 3\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 2704, 2708, 1683, 2548, 839, 2329, 2791, 2757, 2649, 631, 2144, 2490, 2838, 2700, 2157, 2193, 2577, 2651, 1207, 2508, 2240, 2021, 2449, 2826, 2779, 2030, 2482, 1064, 1927, 2112, 2128, 2135, 2222, 2228, 2243, 2362, 2517, 2530, 2707, 2715, 2738, 2741, 2749, 2803, 2807, 2809, 2810, 2816, 2817, 2829, 2837, 2842, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2647, 2778, 1880, 2526, 2527, 2528, 2147, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2734, 2520, 2138, 2698]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5919815179777229\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 117\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5489060489060489, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2797, 2833, 2167]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5492284097597191\n", - "Coverage: 0.990625\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5781615174404549, 50), (0.5788868293612126, 63), (0.5808637317176217, 72), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2329, 2530, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2837, 2301, 2824, 2826, 1942, 2719, 2848, 2497, 2755, 2757, 2506, 2644, 2647, 2776, 2138, 2012, 2141, 2529, 2787, 2275, 2157, 2298, 2725]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5813948944878736\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5834255236532276, 75), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2713, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2007, 2334, 2711, 2796, 2577, 2789, 2550, 2755, 2526, 2846, 2732, 2725, 2826, 2822, 2093, 1033, 2778, 2848, 2689, 2738, 1683, 2740, 2809, 631, 2749, 2639, 727, 2790, 2482, 1966, 1952, 2839, 2753, 2243, 2329, 1351, 2697, 2056, 2706, 2503, 1870, 2527, 2128, 2764, 2751, 2797, 2135, 2572, 2647, 1880, 2818, 2635, 2599, 2714, 2683, 2236, 2235, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5847735781322119\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5115830115830116, 14), (0.5142034145829213, 15), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2138, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5181083767421528\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 3\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2131, 2498, 2508, 2527, 2112, 2193, 2384, 2817, 2818, 2459]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5281308687380794\n", - "Coverage: 0.996875\n", - "Birth Iteration: 3\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5712441907887829, 47), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2490, 2131, 2623, 2007, 2711, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 2848, 2157, 1683, 2740, 2809, 631, 2639, 2790, 2482, 1966, 1952, 2329, 2056, 1870, 2527, 2572, 2647, 2818, 2635, 2714, 2683, 2235, 2410, 2651, 2715, 2819, 2707]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5714212450455335\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 3\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5814596108713757, 73), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2762, 2776, 2843, 2614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5820237423652983\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5279648040558856, 20), (0.5281308687380794, 21), (0.5310199057827141, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5379006005191963\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 4\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5265947704277875, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2757, 2193, 2651, 2715, 2738, 2459, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2082, 2508, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5270941855382083\n", - "Coverage: 0.99375\n", - "Birth Iteration: 4\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5186615186615187, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 1966, 2082, 2508, 2527, 2012, 2112, 2787, 2833, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5202891967597849\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 4\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 388, 2704, 2112, 2817, 2775, 2798, 2818, 1880, 2030, 2747, 2131, 2384, 2498, 2527, 2797, 2833, 2807, 1740, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5392816237218514\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 4\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5000610531919829, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2202]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5176785622705926\n", - "Coverage: 0.990625\n", - "Birth Iteration: 4\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5270941855382083, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 709, 1966, 2007, 2243, 2738, 2749, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5275130104352116\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 4\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.48581245924699434, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2631, 2220, 2508, 2410, 2797, 2833, 2787, 2384, 2498, 2807, 1683, 2599]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49095802226732016\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 4\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.5598406755902012, 35), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2833, 2787, 2498, 2807, 2112, 2747, 2798, 2817, 2818, 923, 1064, 1942, 2012, 2157, 2172, 2228, 2275, 2497, 2530, 2577, 2651, 2708, 2715, 2725, 2741, 2776, 2824, 2826, 2848, 2144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.562553879441925\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.47464949362482567, 11), (0.49095802226732016, 12), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2082, 2527, 2112, 2138, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49815497253827423\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 5\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.568541976511616, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2128, 2222, 2329, 2530, 2577, 2708, 2749, 2817, 1942, 2848, 2497, 2644, 2647, 2776, 2141, 2529, 2787, 2157, 2298, 631, 2228, 2275, 2506, 2651, 2700, 2719, 2757, 2837, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5687519994920374\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5181083767421528, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5193331037733314\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5275130104352116, 19), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 1966, 2082, 2508, 2527, 2012, 2112, 2833, 2138, 1952, 2410, 2711, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5306548076946559\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5379006005191963, 20), (0.5392816237218514, 22), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2798, 2817, 2818, 1740, 1880, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5444430605720928\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 5\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5445285350408691, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2749, 2809, 2007, 2459, 2551, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5487985952881589\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 5\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2704, 2112, 2817, 2775, 2798, 2818, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167, 2740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.556490076414175\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 5\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2749, 2809, 2362, 835, 1064, 1207, 1351, 1683, 1870, 2128, 2135, 2147, 2193, 2236, 2334, 2449, 2490, 2526, 2530, 2572, 2599, 2613, 2639, 2647, 2682, 2683, 2697, 2698, 2700, 2704, 2706, 2707, 2713, 2714, 2725, 2734, 2738, 2742, 2751, 2755, 2764, 2803, 2810, 2816, 2817, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5834682608876157\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5306548076946559, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2202, 709, 1966, 2007, 2243, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5342642724046899\n", - "Coverage: 0.990625\n", - "Birth Iteration: 5\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5202891967597849, 16), (0.5263481155321763, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 2138, 709, 1966, 2007, 2491, 2520, 2623, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5303104676918718\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 5\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5820237423652983, 63), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2755, 2526, 2732, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2614, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5831141523741145\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5813948944878736, 50), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 631, 2797, 2172, 2833, 2807, 839, 923, 1064, 1683, 2112, 2128, 2222, 2228, 2329, 2577, 2651, 2700, 2708, 2715, 2741, 2749, 2816, 2817, 2829, 2301, 2824, 2826, 1942, 2719, 2848, 2497, 2755, 2757, 2506, 2644, 2647, 2776, 2138, 2012, 2141, 2529, 2787, 2275, 2157, 2298, 2725, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814217578923462\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2762, 2843, 2614, 2144, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5832216059920045\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5483309278375692\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 5\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2833, 2787, 2498, 2807, 2112, 2747, 2798, 2818, 923, 1064, 1942, 2012, 2157, 2172, 2228, 2275, 2497, 2530, 2577, 2651, 2708, 2715, 2725, 2741, 2776, 2824, 2826, 2848, 2144]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618932839046691\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 2138, 709, 1966, 2007, 2491, 2520, 2623, 2841, 2536]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5310785168470178\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 6\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870239987887047, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870887151722066, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2755, 2526, 2732, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2614, 2193, 2112, 2817, 2082, 2498, 2787, 2539, 2508, 1740, 2798, 2030, 2384, 2833, 2807, 1880, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5870887151722066\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5847735781322119, 74), (0.5870887151722066, 76), (0.58772244730499, 88), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5882645996497988\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5176785622705926, 13), (0.5193331037733314, 14), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2012, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5220829395402451\n", - "Coverage: 0.990625\n", - "Birth Iteration: 6\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5898922777480652, 114), (0.5919815179777229, 117)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 1683, 2548, 839, 2329, 2791, 631, 2144, 2490, 2700, 2157, 2193, 2577, 2651, 2826, 2779, 2482, 1064, 1927, 2128, 2135, 2222, 2228, 2243, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2810, 2816, 2817, 2829, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2647, 2778, 1880, 2526, 2528, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2235, 2611, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5933405620312642\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 96\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5589712781363635, 29), (0.5618932839046691, 30), (0.562553879441925, 31), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 1683, 2128, 2530, 2577, 2708, 2848, 2644, 2776, 2141, 2529, 2787, 631, 2228, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5651205556328895\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 6\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5675919888443608, 37), (0.5687519994920374, 39), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2742, 2779, 2490, 2289, 835, 2841, 709, 2709, 2623, 2334, 2789, 2093, 1033, 727, 2790, 1351, 2707, 2527, 2764, 2797, 2147, 2635, 2714, 2012, 2651, 2700, 2711, 2776, 2193, 2138, 2410, 2491, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5693588682203483\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5303104676918718, 16), (0.5310785168470178, 17), (0.5342642724046899, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787, 709, 2410, 2623, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5362350694419005\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 7\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 709, 2823, 2550, 2734]\n", - "Fitness: 1.0\n", - "Accuracy: 0.33891481614441765\n", - "Coverage: 0.6\n", - "Birth Iteration: 7\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 1683, 2548, 839, 2329, 2791, 631, 2144, 2490, 2700, 2157, 2193, 2577, 2651, 2826, 2779, 2482, 1064, 1927, 2128, 2135, 2222, 2228, 2243, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2810, 2816, 2817, 2829, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 2778, 1880, 2526, 2528, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2235, 2611, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5900534581749003\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2798, 2082, 2527, 2787, 2138, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2738, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2167, 2384, 2498, 2656, 2775, 2797, 2833, 2092]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5815133376803205\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 2138, 709, 1966, 2007, 2491, 2520, 2623, 2536, 2131, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5369115388090719\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 7\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5492284097597191, 25), (0.5534447431980638, 26), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2193, 2508, 2846, 388, 2112, 2817, 2775, 2798, 797, 803, 1880, 2030, 2656, 2732, 2747, 2082, 2131, 2384, 2498, 2527, 2797, 2833, 2167, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5539978851174298\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 7\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2749, 2809, 2362, 835, 1064, 1207, 1351, 1683, 1870, 2128, 2135, 2147, 2193, 2236, 2334, 2449, 2490, 2526, 2530, 2572, 2599, 2613, 2639, 2647, 2682, 2683, 2697, 2698, 2700, 2704, 2706, 2707, 2713, 2714, 2734, 2738, 2742, 2751, 2755, 2764, 2803, 2810, 2816, 2817, 2822, 2826, 2838, 2839, 2138, 2787, 2798, 2497, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5856380913306909\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2082, 2527, 2012, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5853804468605228\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2193, 2704, 2817, 2798, 803, 2030, 2656, 2747, 2082, 2131, 2384, 2498, 2833, 709, 923, 1351, 1683, 1952, 2007, 2128, 2135, 2138, 2147, 2236, 2334, 2410, 2449, 2526, 2530, 2572, 2651, 2683, 2697, 2706, 2714, 2715, 2734, 2738, 2803, 2822, 2839, 2755, 2788]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707289018484465\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2749, 2809, 2007, 2459, 2551, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5515215676505999\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5369115388090719, 18), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 2082, 2527, 2138, 2012, 2787, 2841, 2410, 709, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5384427528640052\n", - "Coverage: 0.990625\n", - "Birth Iteration: 8\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5220829395402451, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2651, 2497]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5248865021161035\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 8\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2613, 2742, 2682, 2490, 835, 2841, 2131, 709, 2623, 2334, 2796, 2755, 2526, 2822, 2093, 1033, 1683, 2482, 2839, 2329, 1351, 2056, 2503, 2707, 2764, 2751, 2797, 2647, 2147, 2635, 2683, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2193, 2491, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5701586650353254\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 8\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5832216059920045, 64), (0.5834682608876157, 65), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2742, 2286, 2779, 2682, 2490, 2289, 835, 2841, 2131, 709, 2709, 2623, 2334, 2796, 2789, 2755, 2526, 2732, 2822, 2093, 1033, 2778, 2689, 2738, 1683, 631, 727, 2790, 2482, 1952, 2839, 2243, 2329, 1351, 2056, 2503, 2707, 2527, 2764, 2751, 2797, 2572, 2647, 2147, 2818, 2635, 2714, 2683, 2715, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2614, 2193, 2491]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5853108462216622\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [709, 2007, 2410, 2520, 2536, 2623, 2635, 2711, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45300003174765985\n", - "Coverage: 0.934375\n", - "Birth Iteration: 8\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5539978851174298, 25), (0.556490076414175, 27), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5569357647156509\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5831141523741145, 61), (0.5853108462216622, 62), (0.5853804468605228, 68), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2682, 2700, 2713, 2749, 2810, 2221, 2788]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5855575011172733\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5707289018484465, 43), (0.5714212450455335, 44), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2613, 2490, 2131, 2623, 2007, 2711, 2796, 2789, 2550, 2755, 2526, 2732, 2725, 2822, 2093, 2848, 2157, 1683, 2740, 2809, 631, 2639, 2790, 1966, 1952, 2329, 2056, 1870, 2527, 2572, 2647, 2818, 2635, 2714, 2683, 2235, 2410, 2651, 2715, 2819, 2707]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5716898790902586\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 8\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33891481614441765, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2823, 2550, 2734, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3430346855394294\n", - "Coverage: 0.6828125\n", - "Birth Iteration: 8\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.5856380913306909, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2749, 2809, 2362, 835, 1064, 1207, 1351, 1683, 2128, 2135, 2147, 2193, 2334, 2449, 2490, 2526, 2530, 2572, 2599, 2613, 2639, 2647, 2682, 2683, 2697, 2698, 2700, 2704, 2706, 2707, 2713, 2714, 2734, 2738, 2742, 2751, 2755, 2764, 2803, 2810, 2816, 2817, 2822, 2826, 2838, 2839, 2138, 2787, 2798, 2497, 2606, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.585691818139636\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 68\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5815133376803205, 54), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2798, 2082, 2527, 2787, 2138, 2711, 2816, 2817, 2822, 2826, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2738, 2742, 2751, 2243, 2755, 709, 2764, 2530, 2809, 1880, 2112, 2167, 2384, 2498, 2656, 2775, 2797, 2833, 2092]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5820933430041589\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5716898790902586, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2715, 2747, 1966, 2131, 709, 923, 2007, 2749, 2809, 2362, 1351, 1683, 2128, 2135, 2334, 2449, 2490, 2526, 2572, 2599, 2613, 2639, 2647, 2682, 2704, 2706, 2714, 2734, 2751, 2803, 2816, 2822, 2838, 2839, 2798, 2606, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5729842067602978\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2839, 2362, 835, 1351, 1870, 2135, 2647, 2147, 2410, 2683, 2697, 2700, 2193, 2707, 2714, 923, 1966, 2734, 2742, 1207, 2236, 2751, 2243, 2526, 2803, 2809, 2807, 2818, 2833, 2550]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730110701647704\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5701586650353254, 42), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2613, 2742, 2682, 2490, 835, 2841, 2131, 709, 2623, 2334, 2796, 2755, 2526, 2822, 1033, 1683, 2482, 2839, 2329, 1351, 2056, 2503, 2707, 2764, 2751, 2797, 2647, 2635, 2683, 2012, 2135, 2651, 2700, 2711, 2776, 2843, 2491, 2520, 2848, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5703039716322449\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2012, 2787, 709, 923, 1966, 2007, 2128, 2131, 2362, 2449, 2526, 2572, 2599, 2606, 2613, 2647, 2706, 2714, 2751, 2798, 2822, 2838, 2839, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5661523545774021\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 9\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.52988675853951, 14), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2651, 2497, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.52988675853951\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 9\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.52988675853951, 14), (0.5362350694419005, 15), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787, 709, 2410, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5374060696641342\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 9\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.45300003174765985, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2093, 2410, 2635, 709, 2623, 2491, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4582408377474791\n", - "Coverage: 0.9078125\n", - "Birth Iteration: 9\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5860679058022511\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 69\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5384427528640052, 17), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 709, 2007, 2243, 2749, 2526, 2012, 2497, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5389849052088141\n", - "Coverage: 0.9875\n", - "Birth Iteration: 9\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.585691818139636, 68), (0.5860679058022511, 69), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2092, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2682, 2700, 2713, 2749, 2810, 2221, 2788, 2520, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5862718234634743\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5703039716322449, 41), (0.5729842067602978, 43), (0.5730110701647704, 47), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 1064, 1870, 2128, 2131, 2647, 2683, 2697, 1683, 2707, 2725, 2742, 709, 2764, 2809, 1880, 2112, 2384, 2797, 2092, 923, 2093, 2334, 2449, 2682, 2713, 2810, 2788, 2651, 2715, 2787, 2613]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5747669599662009\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 709, 923, 1966, 2007, 2131, 2449, 2526, 2572, 2599, 2647, 2706, 2839, 2243, 2384, 2410, 2527, 2551, 2651, 2738, 2749, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588479506885579\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814217578923462, 49), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814754847012912\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5900534581749003, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2468, 1683, 2548, 839, 2329, 2791, 631, 2144, 2490, 2700, 2157, 2193, 2577, 2651, 2826, 2779, 2482, 1064, 1927, 2128, 2135, 2222, 2228, 2243, 2530, 2707, 2715, 2738, 2749, 2807, 2809, 2810, 2816, 2817, 2829, 2689, 2818, 2822, 2056, 1033, 2697, 2572, 2706, 2709, 2839, 2711, 2713, 2841, 2714, 2846, 2334, 2848, 1952, 2725, 2599, 2092, 2732, 2093, 1966, 2740, 2613, 2742, 2236, 2623, 2751, 2753, 835, 2755, 1351, 2503, 2635, 1740, 2764, 1870, 2639, 2131, 2007, 727, 1880, 2526, 2528, 2789, 2790, 2796, 2797, 2286, 2289, 2550, 2682, 2683, 2235, 2611, 2508, 2843]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905528732853211\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 95\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2826, 2839, 839, 2644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5771089604106682\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4719582689222158, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 2539, 2715, 2747, 2082, 2138, 2787, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4898297592794747\n", - "Coverage: 0.9875\n", - "Birth Iteration: 10\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362, 2526, 2816, 2817, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2838, 2839, 2713, 2714, 2334, 2082, 2725, 2599, 1064, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2755, 1351, 2764, 1870, 2639, 2128, 2135, 2647, 2138, 2012, 2530, 2787, 2147, 2798, 2803, 2810, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5889251951870548\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 71\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5487985952881589, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2172, 1683, 2530, 2577, 2708, 2529, 2787, 631, 2506, 2651, 2700, 2719, 1952, 2093, 2635, 2711, 2747, 2798, 2840, 2491, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5514189982880685\n", - "Coverage: 0.990625\n", - "Birth Iteration: 10\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5444430605720928, 20), (0.5483309278375692, 21), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5484176233701851\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 10\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2012, 2787, 709, 923, 1966, 2007, 2131, 2362, 2526, 2599, 2606, 2613, 2647, 2706, 2714, 2798, 2839, 2243, 2410, 2527, 2551, 2809, 2240]\n", - "Fitness: 1.0\n", - "Accuracy: 0.566098627768457\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5838980753591759\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2236, 2334, 2682, 2713, 2749, 2810, 2221, 2738, 2798, 2833, 2611, 2369, 2428]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850739598367682\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2817, 2818, 2822, 2826, 2839, 2644, 1064, 2012, 2147, 2449, 2490, 2599, 2639, 2707, 2755, 2809, 2816, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818943095982945\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2817, 2698, 2572, 2704, 2193, 2449, 2707, 923, 2715, 2334, 2082, 2725, 1064, 1966, 2738, 2742, 1207, 2490, 2236, 2749, 2751, 835, 1870, 2639, 2131, 2135, 2012, 2527, 2147, 2410, 2539, 2803, 2809, 2810]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5899350149824534\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 82\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.5588479506885579, 28), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2131, 2193, 2527, 2539, 2817, 2030, 803, 709, 727, 835, 1033, 1351, 2138, 2147, 2410, 2491, 2528, 2623, 2635, 2700, 2711, 2714, 2742, 2764, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56250015263298\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 11\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2742, 2779, 2490, 2289, 835, 709, 2623, 2334, 2093, 1033, 727, 2790, 1351, 2707, 2527, 2764, 2147, 2635, 2714, 2012, 2651, 2700, 2711, 2776, 2193, 2138, 2410, 2491, 923, 1870, 1952, 1966, 2082, 2128, 2131, 2362, 2526, 2539, 2551, 2599, 2639, 2647, 2683, 2725, 2747, 2755, 2798, 2809, 2810, 2817, 2822, 2826, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5828882555637773\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2527, 2711, 2839, 2599, 1064, 2613, 1870, 2131, 2135, 2647, 2147, 2683, 2698, 2704, 1683, 1966, 2742, 2243, 2755, 709, 2764, 2007, 2809, 2656, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2810, 2221, 2788, 1952, 2410, 2526, 2551, 2706, 2714, 2798, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5773128780718914\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.4582408377474791, 9), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2082, 2138, 2539, 2747, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47299128893056785\n", - "Coverage: 0.97578125\n", - "Birth Iteration: 11\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.4898297592794747, 10), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 2527, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49385316463115325\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 11\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2550, 2734, 2365, 2093, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.41575147931884177\n", - "Coverage: 0.8296875\n", - "Birth Iteration: 11\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2529, 2787, 2506, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 709, 1351, 2007, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2683, 2706, 2714, 2734, 2755, 2764, 2839, 1966, 2131, 2240, 2527, 2551, 2141]\n", - "Fitness: 1.0\n", - "Accuracy: 0.570454162484523\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5661523545774021, 31), (0.5693588682203483, 35), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2012, 2787, 709, 923, 1966, 2007, 2128, 2131, 2362, 2449, 2526, 2572, 2599, 2606, 2613, 2647, 2706, 2714, 2751, 2798, 2822, 2839, 2508, 2758]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5702502448232998\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.570454162484523, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2529, 2787, 2506, 2719, 2837, 1952, 2093, 2711, 2747, 2798, 709, 1351, 2007, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2683, 2706, 2714, 2734, 2755, 2764, 2839, 1966, 2131, 2240, 2527, 2551, 2141, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5732687146349384\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 12\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2138, 2711, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45206958110183915\n", - "Coverage: 0.93203125\n", - "Birth Iteration: 12\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2527, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2092, 923, 1207, 2093, 2236, 2334, 2362, 2449, 2682, 2700, 2713, 2749, 2810, 2221, 2788, 2520, 2611, 1952, 835, 2787, 2138, 2651, 1351, 2410, 2734, 2639, 2490, 2798, 2706, 2738, 2803, 2714, 2715, 2012, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5897469711511457\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5905528732853211, 95), (0.5933405620312642, 96)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 1064, 1870, 2128, 2131, 2647, 2683, 2697, 1683, 2707, 2725, 2742, 709, 2764, 2809, 1880, 2112, 2384, 2797, 2092, 923, 2093, 2334, 2449, 2682, 2713, 2810, 2788, 2651, 2715, 2787, 2613, 2822, 2698, 2572, 2700, 2704, 2577, 2193, 2706, 2837, 2838, 2839, 2714, 2719, 2848, 1952, 2599, 2606, 2734, 1966, 2738, 1207, 2746, 2362, 2236, 2749, 2490, 2751, 2243, 2755, 835, 1351, 2506, 2508, 2639, 2135, 2007, 2138, 2012, 2141, 2526, 2527, 2529, 2530, 2147, 2410, 2798, 2803, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5947313537446365\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.49815497253827423, 11), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5120714371188755\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 12\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5897469711511457, 79), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2236, 2334, 2682, 2713, 2749, 2810, 2221, 2738, 2798, 2833, 2611, 2369, 2428, 1952, 2240, 2529, 2787, 1351, 2506, 2362, 2093, 2606, 2734, 2706, 2837, 2551, 2714, 2747, 2141, 2526, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5898971620034239\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5773128780718914, 45), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2826, 2839, 839, 2644, 2530]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5778770095658141\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2651, 2715, 2747, 1966, 2131, 2527, 709, 923, 2007, 2243, 2551, 2749, 2809, 2362, 2526, 2816, 2817, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2838, 2839, 2713, 2714, 2082, 2725, 2599, 1064, 2734, 2738, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2755, 1351, 2764, 1870, 2639, 2128, 2135, 2647, 2138, 2012, 2530, 2787, 2147, 2798, 2803, 2810, 2683, 2775, 2529, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5890326488049449\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5389849052088141, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 709, 2007, 2243, 2749, 2526, 2012, 2787, 2435]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5391192222311767\n", - "Coverage: 0.9875\n", - "Birth Iteration: 12\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2528, 2092, 2742, 2779, 2490, 2289, 835, 2841, 709, 2709, 2623, 2334, 2789, 2093, 1033, 727, 2790, 1351, 2707, 2527, 2764, 2797, 2147, 2635, 2714, 2012, 2651, 2700, 2711, 2776, 2193, 2138, 2410, 2491, 2172, 2817, 2818, 2822, 2697, 2826, 2839, 2459, 923, 2715, 1952, 2727, 1966, 2734, 2738, 2747, 2751, 2243, 839, 1870, 2384, 2131, 2644, 2007, 2526, 2787, 2539, 2798, 2807, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5878189113483232\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5890326488049449, 72), (0.5898971620034239, 77), (0.5899350149824534, 82), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810, 2551, 2709, 2540]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5908911079689069\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5855575011172733, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 2635, 1952, 2539, 2747, 1966, 2131, 2527, 709, 2243, 2749, 2809, 2362, 2526, 2816, 2817, 2822, 2697, 2826, 2698, 2700, 2704, 2193, 1683, 2707, 2838, 2839, 2713, 2714, 2082, 2725, 2599, 1064, 2734, 2738, 2742, 1207, 2490, 2751, 2755, 2764, 1870, 2128, 2135, 2647, 2138, 2012, 2530, 2787, 2147, 2798, 2683, 2775, 1880, 2167, 2613, 2656, 2797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5856649547351634\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 13\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2651, 2138, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.31304902082890695\n", - "Coverage: 0.59609375\n", - "Birth Iteration: 13\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2715, 2747, 2798, 2082, 2012, 2787, 2138, 1952, 2711, 2572, 2599, 1351, 1870, 2639, 2647, 2410, 2683, 2698, 2700, 2704, 2449, 2706, 2713, 2714, 2725, 2734, 2742, 2490, 2749, 2751, 2243, 709, 2007, 2526, 2530, 2803, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5754385450780137\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 13\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5838980753591759, 55), (0.5850739598367682, 59), (0.5856649547351634, 60), (0.5862718234634743, 61), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2706]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5872389060244847\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.31304902082890695, 4), (0.3430346855394294, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2365, 2635, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3590391692858486\n", - "Coverage: 0.8140625\n", - "Birth Iteration: 13\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.5820933430041589, 52), (0.5828882555637773, 53), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2651, 2715, 2747, 709, 2007, 2243, 2749, 2526, 2012, 2787, 2435, 835, 923, 1683, 1966, 2082, 2135, 2138, 2147, 2193, 2236, 2334, 2362, 2449, 2490, 2530, 2551, 2599, 2613, 2639, 2647, 2683, 2697, 2700, 2704, 2707, 2713, 2714, 2734, 2751, 2798, 2809, 2817, 2826, 727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584101993020399\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5878189113483232, 64), (0.5882645996497988, 70), (0.5889251951870548, 71), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2623, 2267, 2789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5896236437033401\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2550, 2734, 2365, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.37350877578581565\n", - "Coverage: 0.7359375\n", - "Birth Iteration: 14\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.41575147931884177, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2734, 2093, 2138, 2007, 2435, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4319672071095221\n", - "Coverage: 0.909375\n", - "Birth Iteration: 14\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5515215676505999, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 2527, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5521394259534678\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 14\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5754385450780137, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 2727, 835, 1351, 1870, 2138, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2839, 839, 2746]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5756534523137938\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5374060696641342, 14), (0.5391192222311767, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2012, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5437006537575798\n", - "Coverage: 0.978125\n", - "Birth Iteration: 14\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5248865021161035, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2410, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5351556490076415\n", - "Coverage: 0.98125\n", - "Birth Iteration: 14\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.49385316463115325, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 2823, 2141]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5006581534095765\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 14\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.47299128893056785, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.49360040441634373, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787, 2365, 2734]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49360040441634373\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 14\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.45206958110183915, 7), (0.49360040441634373, 8), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49699496189059755\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 14\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.37350877578581565, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2711, 2715, 2747, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4209519902119523\n", - "Coverage: 0.9109375\n", - "Birth Iteration: 15\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2365, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.34526801130216694\n", - "Coverage: 0.79375\n", - "Birth Iteration: 15\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3590391692858486, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2635, 2711, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3702766198022365\n", - "Coverage: 0.87109375\n", - "Birth Iteration: 15\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2734, 2093, 2138, 2007, 2435, 2715, 1952, 2787, 2635, 2700, 2539, 2711, 2841, 2747, 2012, 2526]\n", - "Fitness: 1.0\n", - "Accuracy: 0.544994981427619\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 16\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5814754847012912, 48), (0.5818943095982945, 49), (0.584101993020399, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5849665062188781\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 16\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 709, 2527, 1966, 2093, 2131, 2539, 2635, 2711, 2747, 2384, 2727, 1351, 1870, 2526, 2683, 2697, 2700, 2751, 2798, 2807, 2817, 2839, 2746, 1064, 2082, 2112, 2128, 2135, 2147, 2221, 2334, 2530, 2656, 2706, 2713, 2764, 2797, 2809, 2810, 2816, 2833, 2838, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584988485367992\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2138, 2012, 2787, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5207507588911764\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 16\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2787, 709, 2410, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5225017644372483\n", - "Coverage: 0.975\n", - "Birth Iteration: 16\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.4209519902119523, 5), (0.4319672071095221, 6), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2082, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47593527384798734\n", - "Coverage: 0.9484375\n", - "Birth Iteration: 16\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.5120714371188755, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 2012, 2093, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.515524605657433\n", - "Coverage: 0.978125\n", - "Birth Iteration: 16\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5006581534095765, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2012, 2787, 2410]\n", - "Fitness: 1.0\n", - "Accuracy: 0.501388349585693\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 17\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5457642516466046\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 17\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.5225017644372483, 12), (0.5351556490076415, 13), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.538877451590924\n", - "Coverage: 0.978125\n", - "Birth Iteration: 17\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2526, 2613, 2647, 2706, 2798, 2839, 2243, 2410, 2527, 2240, 2807, 709, 835, 2384, 2459, 2530, 2651, 2697, 2727, 2738, 2817, 2818, 2822, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5721087039872619\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.584988485367992, 50), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5864220143157525\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5721087039872619, 36), (0.5732687146349384, 37), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2613, 2647, 2706, 2798, 2839, 2243, 2410, 2527, 2240, 2807, 709, 2727, 2738, 2817, 2818, 2826, 2012, 2362, 2551, 2599, 2275, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5747352123063698\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.3702766198022365, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.40365195773165413\n", - "Coverage: 0.95\n", - "Birth Iteration: 18\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2093, 2635, 2539, 2651, 2715, 2747, 2798, 2082, 2527, 2012, 2787, 2138, 1952, 2711, 2816, 2817, 2822, 2826, 2572, 2838, 2839, 2334, 2599, 1064, 2613, 2362, 835, 1351, 1870, 2639, 2128, 2131, 2135, 2647, 2147, 2410, 2682, 2683, 2697, 2698, 2700, 2704, 2193, 2449, 1683, 2706, 2707, 2713, 2714, 923, 2725, 1966, 2734, 2738, 2742, 1207, 2490, 2236, 2751, 2243, 2755, 709, 2764, 2007, 2526, 2530, 2803, 2809, 2810, 2551, 2709, 2540, 2777]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5928301573462864\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5514189982880685, 23), (0.5521394259534678, 24), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.552773158086251\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.501388349585693, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2715, 2747, 2082, 2787, 1952, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5089992404982917\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 19\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.544994981427619, 16), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5452367520678716\n", - "Coverage: 0.984375\n", - "Birth Iteration: 19\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2082, 2711, 2816, 2817, 2826, 1064, 1870, 2128, 2131, 2647, 2683, 2697, 1683, 2707, 2725, 2742, 709, 2764, 2809, 2112, 2384, 2797, 2092, 923, 2093, 2334, 2449, 2682, 2713, 2810, 2788, 2651, 2715, 2787, 2613, 2822, 2698, 2572, 2700, 2704, 2193, 2706, 2837, 2838, 2839, 2714, 2719, 2848, 1952, 2599, 2606, 2734, 1966, 2738, 1207, 2746, 2362, 2236, 2490, 2751, 2243, 2755, 835, 1351, 2506, 2508, 2639, 2007, 2012, 2141, 2527, 2529, 2530, 2147, 2410, 2798, 2803, 631, 2729, 1401, 2365, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5931683920298721\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5207507588911764, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2093, 2526, 2715, 2012, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5212391844270402\n", - "Coverage: 0.9796875\n", - "Birth Iteration: 20\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2082, 2012, 2635]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48695659606475544\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 20\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.49699496189059755, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5011575685199974\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 20\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5089992404982917, 9), (0.515524605657433, 10), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 1952, 2539, 2715, 2747, 2082, 2012, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5189032893017713\n", - "Coverage: 0.975\n", - "Birth Iteration: 20\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5404135499012159\n", - "Coverage: 0.984375\n", - "Birth Iteration: 20\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.48695659606475544, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2082, 2012, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4896795684271965\n", - "Coverage: 0.9625\n", - "Birth Iteration: 20\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2707, 2623, 2503]\n", - "Fitness: 1.0\n", - "Accuracy: 0.580991943420786\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.566098627768457, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2220, 2508, 2797, 2172, 1683, 2128, 2530, 2577, 2708, 2848, 2644, 2776, 2141, 2529, 2787, 631, 2228, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 2798, 2840, 2298]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5689608014086193\n", - "Coverage: 0.996875\n", - "Birth Iteration: 21\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5569357647156509, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 709, 1966, 2131, 2240, 2362, 2410, 2527, 2606, 2706, 2798, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5575316438694048\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 21\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5212391844270402, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2526, 2715, 2012, 2082, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5237155018938701\n", - "Coverage: 0.97265625\n", - "Birth Iteration: 21\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.47593527384798734, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4784860762090363\n", - "Coverage: 0.94453125\n", - "Birth Iteration: 21\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5931683920298721, 85), (0.5947313537446365, 87)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2838, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2803, 2551, 2810, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5966435397175436\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4784860762090363, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 1952, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4809514041013092\n", - "Coverage: 0.9421875\n", - "Birth Iteration: 22\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5575316438694048, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2762, 2711, 709, 923, 1966, 2012, 2240, 2243, 2275, 2362, 2410, 2527, 2551, 2599, 2613, 2635, 2706, 2715, 2727, 2747, 2768, 2787, 2817, 2826, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5596159998437038\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 22\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.56250015263298, 27), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2131, 2193, 2527, 2539, 2817, 2030, 803, 709, 727, 835, 1033, 1351, 2138, 2147, 2410, 2528, 2623, 2635, 2700, 2711, 2714, 2742, 2764, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5631180109358478\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 22\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.580991943420786, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5840641400413696\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2816, 2822, 2826, 2838, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5843327740860949\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 23\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2803, 2551, 2810, 2683, 2517]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5958486271579251\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.4896795684271965, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49633436635334166\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 23\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5822325442818801\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 23\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2526, 2715, 2082, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5197140756913052\n", - "Coverage: 0.97265625\n", - "Birth Iteration: 23\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5756534523137938, 40), (0.5771089604106682, 41), (0.5778770095658141, 42), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 2527, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 835, 1351, 1870, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2839, 839, 2644, 2530, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780113265881767\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2787, 1952, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5026936668302893\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 23\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5498194046581143\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 23\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5197140756913052, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2787, 1952, 2007, 2435, 2635, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5213735014494028\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 24\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5569894915245959\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 24\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4809514041013092, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48267066198755004\n", - "Coverage: 0.9546875\n", - "Birth Iteration: 24\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5780113265881767, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [923, 2193, 2651, 2243, 2715, 2738, 2007, 2459, 709, 1952, 1966, 2093, 2131, 2410, 2539, 2635, 2711, 2747, 2384, 835, 1351, 1870, 2526, 2683, 2697, 2700, 2734, 2751, 2787, 2798, 2807, 2817, 2818, 2822, 2839, 839, 2644, 2530, 2506, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793593810671609\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2747, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2131, 2135, 2647, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2706, 2595, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5866051738917014\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5026936668302893, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2007, 2012, 2093, 2715, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5119371200965128\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 25\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.48267066198755004, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4913878367388804\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 25\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5843327740860949, 46), (0.5849665062188781, 47), (0.5864220143157525, 48), (0.5866051738917014, 54), (0.5872389060244847, 55), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5883342002886596\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 26\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3398916672161454\n", - "Coverage: 0.78515625\n", - "Birth Iteration: 26\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5484176233701851, 20), (0.5498194046581143, 21), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5503456831730076\n", - "Coverage: 0.9875\n", - "Birth Iteration: 26\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2539, 2711, 2816, 2817, 2826, 1064, 2131, 2647, 2683, 2697, 1683, 709, 2764, 2809, 1880, 2797, 923, 2093, 2682, 2713, 2787, 2613, 803, 835, 1033, 2147, 2508, 2623, 2700, 2714, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5722967478185694\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 27\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5119371200965128, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2012, 2093, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5152779507618217\n", - "Coverage: 0.971875\n", - "Birth Iteration: 27\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5747669599662009, 39), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2613, 2647, 2706, 2798, 2839, 2243, 2410, 2527, 2240, 2807, 709, 2727, 2738, 2817, 2818, 2826, 2012, 2362, 2551, 2599, 2275, 2768, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5763519008300793\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5908911079689069, 72), (0.5928301573462864, 73), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5950158616192771\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5237155018938701, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2787, 1952, 2435, 2635, 2841, 2526, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5277328019263503\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 27\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5651205556328895, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2131, 2193, 2527, 2539, 2817, 2030, 803, 709, 727, 835, 1033, 1351, 2138, 2147, 2410, 2528, 2623, 2635, 2700, 2711, 2714, 2742, 2764, 2841, 2803, 631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5670119835205224\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 27\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2623, 2267, 2789, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905260098808486\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5686445458741474\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 28\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5896236437033401, 57), (0.5905260098808486, 58), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2221, 2738, 2798, 2833, 2623, 2267, 2789, 1689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905260098808486\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5437006537575798, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5444418395082532\n", - "Coverage: 0.984375\n", - "Birth Iteration: 28\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5404135499012159, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5421108286383429\n", - "Coverage: 0.978125\n", - "Birth Iteration: 28\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905260098808486, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2539, 2747, 2082, 2527, 2711, 2816, 2817, 2826, 2572, 2838, 2839, 2599, 1064, 2613, 1870, 2128, 2131, 2135, 2647, 2147, 2683, 2697, 2698, 2704, 2193, 1683, 2707, 2725, 1966, 2742, 2751, 2243, 2755, 709, 2764, 2007, 2530, 2809, 1880, 2112, 2384, 2656, 2797, 2092, 923, 1207, 2334, 2682, 2713, 2810, 2221, 2738, 2798, 2833, 2623, 2789, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5905797366897936\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5189032893017713, 9), (0.5213735014494028, 10), (0.5277328019263503, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952, 2012, 2093, 2526, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288280961905251\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 28\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.5822325442818801, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582946866628081\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 28\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.552773158086251, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5528916012786981\n", - "Coverage: 0.996875\n", - "Birth Iteration: 29\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5569894915245959, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5576500870618517\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 29\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5011575685199974, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2093, 2732]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5029513113004574\n", - "Coverage: 0.97421875\n", - "Birth Iteration: 30\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5793593810671609, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2007, 2093, 2435, 2526, 2715, 2700, 2817, 2818, 2826, 2706, 2839, 923, 2727, 2599, 2807, 1966, 2738, 2613, 2362, 2365, 2240, 2243, 709, 2762, 2768, 2131, 2647, 2012, 2527, 2275, 2410, 2798, 2551]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5800578295834463\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2715, 2747, 2787, 923, 1966, 2007, 2131, 2613, 2647, 2706, 2798, 2839, 2243, 2527, 2240, 2807, 709, 2727, 2738, 2817, 2818, 2826, 2012, 2362, 2551, 2599, 2275, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.574182070387004\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.40365195773165413, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44530488743012464\n", - "Coverage: 0.86015625\n", - "Birth Iteration: 30\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2819, 2817, 2818, 2082, 803, 2243, 2727, 2410, 2539, 2797, 2030, 2768, 2193, 2833, 2131, 2807, 1880, 923, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5909607086077674\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5763519008300793, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2410, 2798, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5767548518971669\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.574182070387004, 33), (0.5747352123063698, 34), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2131, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765399446613868\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2410, 2798, 2807, 2244]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780760429716787\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5631180109358478, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5660021637251239\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 32\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 2623, 923, 1966, 2012, 2082, 2240, 2275, 2410, 2715, 2738, 2817, 2030, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793435072372454\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 33\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 1966, 2082, 2275, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2526, 2539, 2606, 2682, 2697, 2713, 2719, 2768, 2807, 2818, 2822, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885222441199671\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833229542906961\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 1880, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.595837637583368\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5452367520678716, 15), (0.5457642516466046, 19), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 2138, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5460853914364351\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 35\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5528916012786981, 23), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5549271146994107\n", - "Coverage: 0.9875\n", - "Birth Iteration: 35\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 2093, 2635, 2711, 2747, 1351, 2007, 2138, 2243, 2362, 2526, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 1880, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5917287577629133\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2818, 2082, 803, 2498, 2539, 2508, 2384, 2131, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5886834245468021\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 2526, 1880, 2082, 2112, 2193, 2787, 2798, 2807, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2838, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2803, 2551, 2810, 2683, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.597438452277162\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2012, 2762, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5461659816498526\n", - "Coverage: 0.9875\n", - "Birth Iteration: 38\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.44530488743012464, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2787, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4508448540706605\n", - "Coverage: 0.88125\n", - "Birth Iteration: 39\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5722967478185694, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2131, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5750844365645125\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5780760429716787, 37), (0.5793435072372454, 38), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2798, 2807, 2244, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5795852778774979\n", - "Coverage: 1.0\n", - "Birth Iteration: 39\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5917287577629133, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819, 2817, 2818, 2082, 803, 2243, 2727, 2410, 2539, 2797, 2030, 2768, 2193, 2833, 2131, 2807, 1880, 923, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5918630747852759\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5689608014086193, 30), (0.5702502448232998, 31), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5707875129127501\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5958486271579251, 75), (0.5966435397175436, 78), (0.597438452277162, 79)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5981527746233628\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.582946866628081, 42), (0.5833229542906961, 43), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2714, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2819, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833498176951688\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 40\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5767548518971669, 36), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2131, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5782372233985137\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 28), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5670119835205224\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 41\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.34526801130216694, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2715, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3566385577770777\n", - "Coverage: 0.89609375\n", - "Birth Iteration: 42\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5827649281159717\n", - "Coverage: 0.996875\n", - "Birth Iteration: 42\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5461659816498526, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 2007, 2012, 2093, 2435, 2526, 2715, 2700, 2138, 2822, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5468803039960536\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 42\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5576500870618517, 24), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2082, 2787, 1952, 2030, 2384, 2508, 2527, 2529, 2530, 2628, 2647, 2651, 2697, 2700, 2764, 2768, 2797, 2817, 2833, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5585951904737484\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 43\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.3566385577770777, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4470046082949309\n", - "Coverage: 0.87421875\n", - "Birth Iteration: 43\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5596159998437038, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5619201473091415\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 44\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5952039054505848\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5765399446613868, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2706, 2839, 2243, 2527, 2240, 709, 2738, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5774154474344227\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5297414519425905\n", - "Coverage: 0.978125\n", - "Birth Iteration: 44\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.3398916672161454, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.369431643625192\n", - "Coverage: 0.71875\n", - "Birth Iteration: 46\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2577, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2755, 2764, 2822, 2826, 2838, 2839, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5867175117649501\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 47\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4339477726574501\n", - "Coverage: 0.8453125\n", - "Birth Iteration: 48\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5444418395082532, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5454516593036517\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 48\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5029513113004574, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2715, 2747, 2082, 2012, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5063727321791838\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 48\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5686445458741474, 29), (0.5707875129127501, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718779229215661\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 48\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 49), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 1966, 2082, 2275, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2526, 2539, 2606, 2682, 2713, 2719, 2768, 2807, 2818, 2822, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885222441199671\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5950158616192771, 63), (0.5952039054505848, 64), (0.595837637583368, 65), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2683, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5959182277967856\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5468803039960536, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952, 2012, 2093, 2526, 2138, 2787, 2435, 2822, 2635, 2700, 2007, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5484701291152905\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 49\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2784]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5733871578273855\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 50\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833498176951688, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 1683, 2530, 2577, 2848, 2141, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2606, 2613, 2647, 2682, 2683, 2697, 2706, 2734, 2755, 2764, 2816, 2822, 2826, 2838, 2839, 2649, 2623, 2503, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833766810996412\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 50\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4508448540706605, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2082]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4760964542748224\n", - "Coverage: 0.94921875\n", - "Birth Iteration: 51\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.5840641400413696, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.584827304941157, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2529, 2787, 2506, 2651, 2700, 2719, 2837, 1952, 2711, 2747, 2007, 2243, 2362, 2526, 2599, 2647, 2683, 2697, 2706, 2714, 2734, 2764, 2826, 2838, 2839, 2768, 803, 2030, 2112, 2193, 2384, 2503, 2527, 2539, 2628, 2807, 2818, 2833, 2740, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584827304941157\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 51\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5833766810996412, 42), (0.584827304941157, 44), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5860947692067237\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 52\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5750844365645125, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2706, 2839, 2243, 2527, 2240, 709, 2817, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5760673929554385\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 52\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2698, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468, 2825]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5964286324817634\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5800578295834463, 40), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2365, 2711, 2539, 2747, 2082, 2817, 2818, 2826, 2706, 2839, 923, 2715, 1952, 2551, 2727, 2599, 2093, 1966, 2738, 2613, 2362, 2240, 2243, 709, 2635, 2768, 2131, 2647, 2007, 2012, 2527, 2787, 2275, 2798, 2807, 2244, 2712, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818356985339908\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5860947692067237, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5864171300603938\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 53\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5489707652895508\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 54\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5619201473091415, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2193, 2527, 2539, 2747, 2817, 2818, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2508, 2628]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5642242947745794\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 55\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5421108286383429, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5439155609933599\n", - "Coverage: 0.98203125\n", - "Birth Iteration: 56\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5760673929554385, 32), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2635, 1952, 2539, 2787, 923, 2007, 2706, 2839, 2243, 2527, 2240, 709, 2826, 2012, 2362, 2599, 2275, 1033, 1351, 2030, 2138, 2147, 2508, 2528, 2623, 2700, 2797, 2841, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5761479831688561\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567027857350438\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 57\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.49633436635334166, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2082, 2093, 2539, 2715, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5007008906439646\n", - "Coverage: 0.97109375\n", - "Birth Iteration: 57\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5827649281159717, 41), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 631, 1351, 1966, 2138, 2275, 2577, 2647, 2651, 2711, 2713, 2719, 2776, 2791, 2822, 2826, 2837, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833986602487551\n", - "Coverage: 1.0\n", - "Birth Iteration: 57\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5761479831688561, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2613, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765668080658592\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 59\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5867175117649501, 45), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2551, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5874159602812354\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 60\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5460853914364351, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2539, 2747, 1952, 2093, 2526, 2138, 2787, 2435, 2822, 2635, 2700, 2007, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5468803039960536\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 60\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5670119835205224, 27), (0.567027857350438, 28), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2193, 2527, 2539, 2747, 2817, 2818, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2768, 2112, 2384, 2628, 1351, 1880, 2138, 2430, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5711904639798377\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 60\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Iteration: 62\n", - "Iteration: 63\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 2082, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2526, 2539, 2682, 2713, 2719, 2768, 2807, 2818, 2822, 2776, 1683, 2243, 2384, 2506, 2508, 2613, 2636, 2697, 2746, 2797, 2753]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901120692392039\n", - "Coverage: 1.0\n", - "Birth Iteration: 64\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4913878367388804, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2700, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4957543610295033\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 64\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774154474344227, 33), (0.5782372233985137, 34), (0.5795852778774979, 37), (0.5818356985339908, 38), (0.5833986602487551, 40), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2727, 2768, 2613, 2012, 2384, 2508, 2529, 2651, 2700, 2764, 2833, 2837, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5838980753591759\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 64\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5503456831730076, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5536327870293715\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 65\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2551, 39, 2822, 2826, 2698, 2572, 2704, 2449, 2707, 2709, 2839, 2713, 923, 2715, 2334, 2468, 2725, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2755, 709, 1351, 2635, 1870, 2639, 2128, 2517, 2135, 2777, 2138, 2012, 2147, 2410, 2540, 2798, 2809, 2810, 2683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5995814193157647\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2362, 2410, 2768, 2468, 2112, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5626344696553425\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 65\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5152779507618217, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2747, 1952, 2012, 2093, 2526, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5257558995699413\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 66\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5959182277967856, 63), (0.5964286324817634, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5967131403564041\n", - "Coverage: 1.0\n", - "Birth Iteration: 66\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5886834245468021, 53), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2577, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2138, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2838, 2839, 1966, 2082, 2275, 2817, 2030, 2791, 631, 1351, 1740, 2112, 2128, 2131, 2193, 2539, 2606, 2682, 2713, 2719, 2768, 2807, 2818, 2822, 2776, 2850, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5889789219959998\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 66\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5905797366897936, 57), (0.5909607086077674, 60), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2530, 2529, 2787, 2651, 2700, 2837, 1952, 2093, 2635, 2711, 2747, 709, 2007, 2362, 2599, 2647, 2683, 2706, 2764, 2826, 2082, 2817, 2030, 2791, 631, 2112, 2128, 2131, 2193, 2526, 2539, 2719, 2768, 2807, 2818, 2776, 1683, 2243, 2384, 2506, 2613, 2636, 2697, 2753, 39, 1880, 2503, 2527, 2551, 2628, 2714, 2823, 2825, 2586, 2565, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5913258066958257\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 67\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5489707652895508, 19), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2012, 2822, 1811, 2613]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5495605391241065\n", - "Coverage: 0.990625\n", - "Birth Iteration: 67\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5883342002886596, 46), (0.5885222441199671, 48), (0.5889789219959998, 49), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2498, 2842, 1740, 2508]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5890057854004723\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 67\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2613, 2012, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5774960376478403\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 67\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5733871578273855, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2599, 2635, 2647, 2706, 2711, 2727, 2768, 2468, 2784, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5757450321017683\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 68\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5063727321791838, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2747, 1952, 2012, 2093, 2526, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5219425171986842\n", - "Coverage: 0.96640625\n", - "Birth Iteration: 69\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901120692392039, 55), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2498, 2842, 1740, 2508, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901767856227059\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 69\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5484701291152905, 16), (0.5495605391241065, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2822, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5502211346613624\n", - "Coverage: 0.990625\n", - "Birth Iteration: 69\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5007008906439646, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2012, 2138, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5026936668302893\n", - "Coverage: 0.9609375\n", - "Birth Iteration: 69\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4957543610295033, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2012, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4965492735891218\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 70\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5660021637251239, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2193, 2527, 2539, 2747, 2817, 2818, 803, 709, 923, 1952, 2093, 2243, 2410, 2768, 2112, 2384, 2628, 1351, 1880, 2138, 2430, 2577]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5692624041770151\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 70\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2833, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556145736411391\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 70\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2816, 2837, 2628, 2825, 2823, 2551, 1740, 2498, 2508, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5879532283706856\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 70\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5642242947745794, 25), (0.5692624041770151, 26), (0.5711904639798377, 27), (0.5718779229215661, 29), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2410, 2711, 2727, 2768, 2112, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5724847916498771\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 71\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5257558995699413, 8), (0.5288280961905251, 9), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5288549595949975, 8), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2747, 1952, 2012, 2093, 2526, 2138, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288549595949975\n", - "Coverage: 0.98125\n", - "Birth Iteration: 71\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5219425171986842, 7), (0.5288549595949975, 8), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 39, 1952, 2012, 2526, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5288549595949975\n", - "Coverage: 0.98125\n", - "Birth Iteration: 72\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5879532283706856, 45), (0.5890057854004723, 46), (0.5901767856227059, 47), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2823, 2551, 39, 631, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5903269764749841\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 72\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2816, 2837, 2628, 2825, 2823, 2551, 1740, 2498, 2508, 2842, 2715, 2768, 2435, 2761]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5910791518002144\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 72\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 73\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4760964542748224, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2747, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4878052354333189\n", - "Coverage: 0.94765625\n", - "Birth Iteration: 73\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 74\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612, 1966]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5967400037608765\n", - "Coverage: 1.0\n", - "Birth Iteration: 74\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5910791518002144, 49), (0.5913258066958257, 56), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2823, 2551, 2508, 2842, 1207, 2795, 2656]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5916054303151077\n", - "Coverage: 0.996875\n", - "Birth Iteration: 74\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5918630747852759, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2128, 2530, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2243, 2526, 2599, 2613, 2697, 2706, 2714, 2764, 2822, 2826, 2839, 2768, 2112, 2817, 2818, 2082, 2825, 2539, 1740, 2030, 2384, 2193, 2833, 2807, 2636, 2776, 2612, 39, 1880, 2456, 2503, 2527, 2753, 1919, 2712]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5928191677717294\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 74\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5973309986592719\n", - "Coverage: 1.0\n", - "Birth Iteration: 74\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4470046082949309, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2539, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4554531490015361\n", - "Coverage: 0.89296875\n", - "Birth Iteration: 74\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5943015392730763, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2787, 631, 2506, 2651, 2700, 2719, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2833, 2131, 2807, 2636, 2776, 2612, 2157, 2742, 2750, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943015392730763\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5943015392730763, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5951233152371672\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5867016379350345, 43), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2093, 2823, 2551, 39]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5867016379350345\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 76\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5867016379350345, 43), (0.5874159602812354, 44), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2551, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901499222182334\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 76\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5928191677717294, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [1683, 2128, 2530, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2243, 2526, 2599, 2613, 2697, 2706, 2714, 2764, 2822, 2826, 2839, 2768, 2112, 2817, 2818, 2082, 2825, 2539, 1740, 2030, 2384, 2193, 2833, 2807, 2636, 2776, 2612, 39, 1880, 2456, 2503, 2527, 2753, 1919, 2712, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943284026775488\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 76\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5757450321017683, 30), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2468, 2613, 2384, 2732, 2275]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5760564033808815\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 77\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.5774960376478403, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2727, 2768, 2613, 2012, 2384, 2508, 2529, 2651, 2700, 2764, 2833, 2837, 1740]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582254523430994\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5903269764749841, 45), (0.5916054303151077, 46), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2833, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2551, 2791, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5918203375508878\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951233152371672, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2599, 2613, 2647, 2682, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2030, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5966862769519317\n", - "Coverage: 1.0\n", - "Birth Iteration: 78\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.5556145736411391, 22), (0.5585951904737484, 23), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842, 2845, 2834]\n", - "Fitness: 1.0\n", - "Accuracy: 0.558955404306448\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 78\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5626344696553425, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2410, 2711, 2727, 2112, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5687519994920374\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 78\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5026936668302893, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 1952, 2012, 2526, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5042773866303278\n", - "Coverage: 0.925\n", - "Birth Iteration: 79\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5297414519425905, 11), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 39, 1952, 2012, 2526, 2747, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5357405385868383\n", - "Coverage: 0.98125\n", - "Birth Iteration: 81\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2822, 2007, 2713, 2224]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5517035061627091\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 81\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 1683, 2128, 2530, 2848, 2141, 2529, 2787, 631, 2506, 2651, 2700, 2719, 2837, 1952, 2093, 2635, 2711, 2747, 709, 1351, 2007, 2138, 2243, 2362, 2526, 2613, 2647, 2682, 2697, 2706, 2713, 2714, 2734, 2746, 2755, 2764, 2822, 2826, 2838, 2839, 2768, 2112, 2817, 2818, 2082, 803, 2498, 2825, 2539, 2508, 1740, 2384, 2193, 2833, 2131, 2807, 2636, 2776, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5951770420461122\n", - "Coverage: 1.0\n", - "Birth Iteration: 81\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765668080658592, 31), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 2732, 2275, 1740, 2508, 2647, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765936714703318\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 803, 2825, 2842, 631, 709, 1952, 2007, 2093, 2128, 2141, 2362, 2529, 2530, 2613, 2647, 2651, 2697, 2711, 2714, 2755, 2764, 2838, 2839, 2848, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5850580860068526\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 83\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2787, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2768, 2613, 2012, 2384, 2529, 2651, 2700, 2764, 1683, 2007, 2112, 2503, 2506, 2530, 2628, 2797, 2807, 2823, 2825, 2612, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5843547532352087\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 84\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5549271146994107, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2825, 2842, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5560712515171718\n", - "Coverage: 0.9859375\n", - "Birth Iteration: 85\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5918203375508878, 44), (0.5943284026775488, 55), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 1683, 1952, 2007, 2243, 2362, 2503, 2506, 2527, 2529, 2530, 2599, 2647, 2651, 2697, 2700, 2706, 2711, 2714, 2764, 2768, 2816, 2837, 2628, 2825, 2093, 2551, 2791, 2823, 2631]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5950537145983066\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 85\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2007, 2224, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5509891838165083\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 85\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.5981527746233628, 75), (0.5995814193157647, 90)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2697, 2826, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6005375123022182\n", - "Coverage: 1.0\n", - "Birth Iteration: 86\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517035061627091, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2007, 2224, 2822, 797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5517303695671817\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 86\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2193, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2410, 2711, 2727, 2112, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.559927371122817\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 86\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5850580860068526, 40), (0.5864171300603938, 42), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2243, 2362, 2599, 2647, 2711, 2768, 2384, 2529, 2651, 2700, 2764, 2833, 2837, 2007, 2112, 2193, 2506, 2530, 2628, 2697, 2706, 2807, 2816, 2825, 2702]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5880338185841032\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 87\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2384, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 803, 2825, 2842, 631, 709, 1952, 2007, 2093, 2128, 2141, 2362, 2529, 2530, 2613, 2647, 2651, 2697, 2711, 2714, 2755, 2764, 2838, 2839, 2848, 2030, 2729]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5855953540963028\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 87\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 2732, 2275, 2647]\n", - "Fitness: 1.0\n", - "Accuracy: 0.574182070387004\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 87\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Iteration: 89\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5843547532352087, 38), (0.5855953540963028, 39), (0.5880338185841032, 40), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 1952, 2093, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 1740, 2508, 2647, 2837, 2007, 2112, 2128, 2141, 2193, 2529, 2530, 2697, 2764, 2807, 2838, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5893818730630875\n", - "Coverage: 0.996875\n", - "Birth Iteration: 89\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.5454516593036517, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.545977937818545, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2539, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 39, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.545977937818545\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 89\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 90\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.5439155609933599, 13), (0.545977937818545, 14), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 39, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.545977937818545\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 91\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.558955404306448, 22), (0.559927371122817, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2842, 2596, 2235, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5601154149541246\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 93\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5560712515171718, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2193, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2410, 2711, 2112, 2384, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5588210872840853\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 93\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5973309986592719, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2508, 2797, 2787, 2384, 2498, 2807, 2082, 2112, 2131, 2193, 2539, 2747, 2817, 2818, 1740, 1880, 2030, 803, 2842, 2596, 2235, 2430, 2822, 2697, 2826, 2825, 2700, 2833, 2706, 1683, 2837, 2838, 2839, 2711, 2713, 2714, 2719, 2848, 1952, 2599, 2093, 2734, 2612, 2613, 2362, 2746, 2243, 2755, 709, 1351, 2506, 2635, 2764, 2636, 2128, 2768, 2007, 2647, 2776, 2138, 2651, 2141, 2526, 2529, 2530, 631, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5981686484532784\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2093, 2410, 1952, 2539, 2651, 2715, 2747, 2131, 923, 2809, 2362, 1880, 2082, 2193, 2787, 2798, 2817, 2818, 2833, 2816, 2822, 2826, 2572, 2700, 2704, 2449, 2706, 1683, 2707, 2709, 2839, 2713, 2714, 2334, 2725, 2599, 1064, 1966, 2734, 2738, 2613, 2742, 1207, 2682, 2490, 2236, 2751, 835, 2243, 2755, 709, 1351, 2635, 2764, 1870, 2639, 2128, 2135, 2647, 2007, 2138, 2777, 2012, 2527, 2530, 2147, 2540, 2551, 2810, 2683, 2517, 2468, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.6005106488977456\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.5893818730630875, 38), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 1952, 2093, 2362, 2711, 2727, 2768, 2613, 2384, 1740, 2508, 2647, 2837, 2007, 2112, 2128, 2141, 2193, 2529, 2530, 2697, 2764, 2807, 2838, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58951619008545\n", - "Coverage: 0.996875\n", - "Birth Iteration: 94\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.5760564033808815, 28), (0.5765936714703318, 30), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2082, 2131, 2527, 2539, 2747, 2817, 2818, 1880, 2030, 803, 709, 923, 1952, 2093, 2243, 2362, 2410, 2711, 2727, 2768, 2613, 2384, 2732, 2275, 2647, 2468]\n", - "Fitness: 1.0\n", - "Accuracy: 0.577780545522481\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 95\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 96\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2797, 2787, 2807, 2082, 2131, 2539, 2747, 2817, 2818, 1880, 2030, 803, 923, 1952, 2093, 2410, 2711, 2112, 2384, 709, 2243, 2275, 1689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5602497319764872\n", - "Coverage: 0.996875\n", - "Birth Iteration: 96\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5468803039960536, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5479438506003971, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2841, 2635, 2747, 2787, 1952, 2093, 2435, 2526, 2715, 2700, 2138, 2286, 2224, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5479438506003971\n", - "Coverage: 0.990625\n", - "Birth Iteration: 97\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Front Update\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.538877451590924, 12), (0.545977937818545, 13), (0.5479438506003971, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "[(0.369431643625192, 1), (0.4339477726574501, 2), (0.4554531490015361, 3), (0.4878052354333189, 4), (0.4965492735891218, 5), (0.5042773866303278, 6), (0.5288549595949975, 7), (0.5357405385868383, 8), (0.536208206037428, 11), (0.538877451590924, 12), (0.545977937818545, 13), (0.5479438506003971, 15), (0.5502211346613624, 16), (0.5509891838165083, 17), (0.5517303695671817, 18), (0.5536327870293715, 20), (0.5588210872840853, 21), (0.5601154149541246, 22), (0.5602497319764872, 23), (0.5687519994920374, 24), (0.5724847916498771, 25), (0.574182070387004, 27), (0.577780545522481, 28), (0.582254523430994, 32), (0.5838980753591759, 33), (0.58951619008545, 37), (0.5901499222182334, 43), (0.5950537145983066, 44), (0.5951770420461122, 60), (0.5966862769519317, 61), (0.5967131403564041, 62), (0.5967400037608765, 63), (0.5981686484532784, 67), (0.6005106488977456, 74), (0.6005375123022182, 75)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2747, 2012, 2715, 39, 1952, 2093, 2526, 2700, 2787, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.536208206037428\n", - "Coverage: 0.98671875\n", - "Birth Iteration: 98\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 99\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.967394893693619\n" - ] - } - ], - "source": [ - "heros_null = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = False)\n", - "\n", - "heros_null = heros_null.fit(X_train, y_train, cat_feat_indexes=cat_feat_indexes, ek=ek)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"from sklearn.model_selection import train_test_split\\n\\ndf = pd.read_csv('/Users/gabe/Downloads/GAMETES_set/B_gametes_uni_4add_L_1_H_0.4_EDM-2_01.csv')\\noutcome_label = 'Class'\\n\\nX = df.drop(outcome_label, axis=1)\\ny = df[outcome_label]\\n\\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\ncolumns = df.columns.values.tolist()\\nprint(columns)\\nfeature_names = X_train.columns\\ncat_feat_indexes = list(range(X_train.shape[1])) \\nX_train = X_train.values\\ny_train = y_train.values\\nX_test = X_test.values\\ny_test = y_test.values\\nprint(X)\\nprint(type(X))\\nek = None\"" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\"\"\"from sklearn.model_selection import train_test_split\n", - "\n", - "df = pd.read_csv('/Users/gabe/Downloads/GAMETES_set/B_gametes_uni_4add_L_1_H_0.4_EDM-2_01.csv')\n", - "outcome_label = 'Class'\n", - "\n", - "X = df.drop(outcome_label, axis=1)\n", - "y = df[outcome_label]\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "columns = df.columns.values.tolist()\n", - "print(columns)\n", - "feature_names = X_train.columns\n", - "cat_feat_indexes = list(range(X_train.shape[1])) \n", - "X_train = X_train.values\n", - "y_train = y_train.values\n", - "X_test = X_test.values\n", - "y_test = y_test.values\n", - "print(X)\n", - "print(type(X))\n", - "ek = None\"\"\"" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [0, 1, 2], [2, 1, 0], [0, 1, 2], [0, 2, 1], [1, 0, 2], [2, 1, 0], [0, 1, 2], [1, 0, 2], [0, 2, 1], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 0, 1], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 1, 0], [0, 1, 2], [0, 1, 2], [0, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [1, 0, 2], [1, 2, 0], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 2, 0], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2]]\n", - "Average States: 2.98\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.554 1.276 0.0 0.016 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.038 1.02 0.0 0.024 0.012 0.012 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.047 0.007 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.561 2.712 0.0 0.041 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.103 2.211 0.0 0.059 0.027 0.025 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.136 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.573 4.201 0.001 0.07 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.183 3.412 0.0 0.1 0.046 0.038 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.247 0.028 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.59 5.668 0.001 0.101 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.266 4.588 0.0 0.142 0.064 0.052 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.358 0.039 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.588 7.029 0.001 0.129 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.353 5.654 0.0 0.183 0.082 0.066 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.472 0.05 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.591 8.461 0.001 0.157 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.445 6.783 0.0 0.223 0.1 0.079 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.591 0.061 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.584 9.869 0.001 0.183 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.538 7.882 0.0 0.263 0.118 0.092 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.711 0.073 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.596 11.227 0.001 0.213 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.625 8.945 0.0 0.304 0.136 0.106 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.824 0.084 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.593 12.547 0.001 0.243 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.719 9.953 0.0 0.347 0.155 0.12 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.943 0.096 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.587 13.913 0.001 0.27 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.813 11.011 0.0 0.387 0.174 0.134 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.062 0.107 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 287\n", - "Post-Cleaning Population Size: 287\n", - "Post-Subsumption Compaction Population Size: 271\n", - "1 rules subsumed with a specificity of 3\n", - "3 rules subsumed with a specificity of 4\n", - "5 rules subsumed with a specificity of 5\n", - "7 rules subsumed with a specificity of 6\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2577, 2228, 2674, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 1033, 2646, 2144, 2822, 2697, 2456, 2823, 2741, 303, 2365, 839, 2220, 835, 2157, 770, 2082, 803, 2473, 1279, 2685, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 1351, 2789, 2384, 923, 2528, 2777, 2599, 2719, 709, 2636, 2651, 2809, 1952, 2791, 727, 1979, 2540, 2708, 2790, 2141, 1683, 2700, 951, 2344, 2167, 2849, 2757, 2331, 2706, 2135, 1064, 2698, 762, 1966, 2606, 1963, 2612, 2527, 2056, 2193, 2647, 2742, 2814, 2807, 39, 2597, 2243, 2449, 2093, 2369, 2720, 2506, 2224, 2536, 1942, 2435, 2202, 2816, 2428, 2739, 2639, 2539, 2025, 2101, 2482, 2738, 2138, 2091, 2682, 2694, 2828, 2289, 2570, 2301, 388, 2801, 2128, 2235, 2771, 2615, 2529, 2175, 2267, 2516, 2092, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5505984433878172\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 134\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2614, 2491, 2709, 2577, 2369, 2459, 2711, 2228]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47431125894124\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2101, 2734, 2091, 1927, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2092, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2743, 2360, 2794, 2846, 923, 2777, 2773, 2572, 951, 2344, 2167, 2849, 2331, 2193, 39, 2243, 2334, 2810, 2491, 2577, 2506, 2224, 2536, 1942, 2435, 2202, 2816, 2428, 2739, 2639, 2804, 2539, 2025, 2787, 2482, 2738, 2138, 2694, 388, 2801, 2725, 2128, 2235, 2771, 2615, 2131, 2565, 2529, 2362, 2175, 2267, 2112, 2516, 2737, 2712, 957, 2755, 1822, 2751, 2795, 2498, 2752, 2789, 2688, 2384, 2528, 2172, 2841, 2839, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5445541773815019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 106\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2491, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.481228585592912\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2614, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2497, 2574, 2286, 2586, 2787, 2593, 2649, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2822, 2697, 2632, 2456, 2236, 2823, 2741, 303, 2365, 2550, 2520, 2362, 839, 2220, 2157, 2112, 2737, 770, 2566, 2082, 803, 2712, 957, 2755, 2838, 2275, 2850, 2779, 2327, 1351, 1822, 2795, 2498, 2743, 2752, 2360, 2789, 2688, 2384, 2794, 2846, 923, 2528, 2599, 2704, 2719, 2735, 2385, 709, 2636, 2651, 2129, 2809, 2410, 2329, 1979, 2540, 2655, 2222, 2708, 2764, 2790, 2141, 2344, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5567526051397019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2449, 2093, 2709, 2577, 2228, 2536, 1942, 2101, 2138, 2848, 2301, 2235, 2516, 2566, 2473, 1279, 2850, 2798, 2498, 2688, 2656, 2813, 2006, 2430, 2825, 2572, 2644, 2167, 2468, 2661, 2720, 2674, 2539, 1927, 2682, 1033, 2646, 2144, 803, 2275, 2327, 2789, 2384, 923, 2528, 2631, 2791, 2540, 2708, 951, 2344, 2849, 2331, 2135, 1064, 2606, 2612, 2193, 2647, 2814, 2491, 2369, 2459, 2711, 2816, 2428, 2739, 2025, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5471123061255889\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2491, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2816, 2739, 2639, 2025, 2787, 2747, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2615, 2529, 2362, 2175, 2267, 2112, 2737, 770, 2082, 2712, 957, 2685, 2755, 2838, 2715, 2844, 2779, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5214211229391494\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2491, 2577, 2369, 2228, 2720, 2674, 2506, 2224, 2816, 2428, 2739, 2639, 2804, 2539, 2025, 2787, 2138, 2694, 2828, 2289, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4843545090224407\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2661, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2224, 2804, 2539, 2787, 2482, 2138, 1927, 2848, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2362, 2112, 2737, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2743, 2360, 2789, 2794, 2846, 923, 2528, 2777, 2129, 2410, 2329, 2791, 2540, 2222, 2708, 2764, 2843, 2572, 2644, 951, 2344]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5572361464202071\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2286, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2702, 839, 2220, 835, 2157, 770, 2566, 2082, 803, 2473, 1279, 2685, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 2384, 923, 2777, 1952, 2791, 727, 1979, 2540, 2708, 2572, 2141, 1683, 2700, 951, 2344, 2167, 2849, 2757, 2331, 1064, 2012, 2606, 1963, 2612, 2056, 2193, 2814, 39, 2334, 2661, 2577, 2539, 2138, 2694, 2828, 2301, 2131, 2776, 2516, 2755, 1822, 2751, 2743, 2360, 2789, 2688, 2794, 2846, 2528, 2551, 2508, 2843, 2825, 2833, 2644, 1789, 2706, 2135, 2498, 2810, 2491, 2449, 1740, 2611, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581604917468295\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2449, 2093, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2435, 2202, 2816, 2428, 2739, 2639, 2025, 2101, 2738, 2734, 2091, 2747, 2682, 2694, 2828, 2824, 2289, 2570, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4996617653164143\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5168177122636326, 39), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2614, 2334, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2497, 2574, 2586, 2804, 2539, 2787, 2593, 2138, 2649, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2632, 2456]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5168177122636326\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5168177122636326, 39), (0.5214211229391494, 41), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2826, 2689, 2286, 2639, 2101, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 1811, 2365, 2702, 839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5278390344804007\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5581604917468295, 112)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2661, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2224, 2539, 2482, 2138, 1927, 2848, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2566, 803, 2473, 957, 1279, 2275, 2850, 2798, 2327, 2751, 2743, 2752, 2360, 2789, 2384, 2794, 2846, 923, 2528, 2777, 2843, 2825, 2833, 2572, 2644, 951, 2344, 2167, 2849, 2331, 2706, 2135, 1064, 2193, 2647, 2597, 2093, 2577, 1740, 2611, 2689, 2286, 2734, 2091, 2747, 2741, 303, 2365, 839, 2220, 835, 2157, 770]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5584022623870821\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2810, 2449, 2661, 2459, 2720, 2674, 2435, 2202, 2739, 2734, 2682, 2694, 2753, 1033, 2646, 2144, 2776, 2789, 2384, 2846, 923, 2528, 2777, 2631, 2551, 2706, 2135, 1064, 2647, 2491, 2577, 2369, 2711, 2228, 2826, 2816, 2428, 2025, 2787, 2482, 2747, 2828, 2824, 2289, 2570, 2301, 1811, 2615, 2529, 2362, 2175, 2267, 2737, 770, 2082, 2712, 957, 2685, 2755, 2838, 2715, 2844, 2779, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2794, 2841, 2714, 1880, 631, 2837, 2021, 2526, 2244, 2410, 2329, 2727, 2508, 2840, 2141, 1683, 2700, 1789, 2757, 2761, 2817, 2800, 1870, 2746, 2713, 2056, 2834, 2788, 39, 2506, 2224, 2516, 1351, 2790, 2527, 2807, 2778, 2334, 2709, 2539, 2138, 1927, 2848, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2751, 2843, 2825, 2833, 2644, 951]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5683807960847809\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 129\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2611, 2101, 2738, 2734, 2091, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 2092, 2566, 2473, 957, 1279, 2850, 2798, 2743, 2752, 2360, 2794, 2846, 2809, 2773, 2572, 2167, 2661, 2577, 2674, 2826, 2689, 2286, 2639, 1927, 2747, 2694, 1033, 1811, 2365, 2702, 839, 2220, 835, 2157, 2776, 770, 2082, 803, 2685, 2755, 2838, 2275, 2715, 2844, 2327, 1822, 2795, 2498, 2688, 2528, 2777, 2385, 1401, 2749, 1880, 631, 2837, 2021, 2636, 2631, 2551, 1952, 2791, 727, 2508, 1979, 2540, 2708, 2141, 1683, 2700, 951, 2344, 2849, 1789, 2757, 2331, 2740, 2503, 2797, 2548, 2768, 1870, 2746, 1966, 2012, 2606, 1963, 2612, 2561, 2056, 2193, 2007, 2432]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5611679719839113\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 118\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5016008146937938, 37), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2497, 2574, 2816, 2586, 2428, 2739, 2639, 2025, 2482, 2593, 2649, 2747, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2155, 2632, 2236, 2615, 2550, 2520, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5016008146937938\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.4996617653164143, 31), (0.5016008146937938, 37), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2614, 2449, 2093, 2661, 2709, 2577, 2369, 2228, 2720, 2674, 797, 1740, 2611, 2497, 2574, 2689, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5016667521411354\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5611679719839113, 118), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2816, 2428, 2739, 2539, 2025, 2138, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2615, 2131, 2529, 2175, 2776, 2267, 2516, 1351, 1822, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2526, 2551, 2244, 2727, 2508, 2840, 2843, 2790, 2644, 1789, 2706, 2135, 1064, 2527, 2647, 2807, 2778, 2709, 2826, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 2822, 2697, 1811, 2741, 303, 2365, 839, 2220, 835, 2157, 770, 2566, 2082, 803, 2473, 957, 1279, 2685, 2755, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 2714, 2599, 2385, 1401, 2749, 1880, 631, 2837, 2021, 2636, 2651, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5658947101072338\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2334, 2449, 2093, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2536, 1942, 1740, 2611, 2539, 2101, 2482, 2138, 2734, 2091, 1927, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2725, 2456, 2823, 2235, 2741, 303, 2131, 2702, 2776, 2516, 2092, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 1351, 1822, 2751, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2719, 2839, 2030, 709, 2656, 2628, 2813, 2006, 2430, 2631, 2651, 2551, 2809, 2508, 2843, 2825, 2790, 2773, 2572, 2644, 951, 2344, 2167, 2849, 1789, 2331, 2706, 2135, 1064, 762, 2468, 2768, 2527, 2193, 2647, 2742, 2807, 2810, 2491, 2787, 2747, 2565, 2362, 2112, 2737, 2712, 957, 2685, 2838, 2715, 2752, 2794, 2129]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5672097958625473\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 125\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5016667521411354, 20), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2286, 2593, 2649, 2091, 2747, 2848, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5218558216660684\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2646, 2144, 2456, 2823, 2741, 303, 2365, 839, 2220, 2157, 770, 2566, 2082, 803, 2838, 2275, 2850, 2779, 2327, 1351, 2743, 2360, 2789, 2384]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5287768115092594\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2614, 2449, 2093, 2709, 2577, 2369, 2228, 2720, 2674, 797, 2536, 1942, 2497, 2574, 2586, 2539, 2101, 2593, 2138, 2649, 2091, 1927, 2848, 2682, 2694, 2828, 2289, 2570, 2301, 1033, 2646, 2144, 1207, 2819, 2632, 2236, 2235, 2550, 2520, 2516, 2092, 2566, 803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5355036522019444\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5584022623870821, 80), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2539, 2138, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2131, 2516, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 1822, 2751, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2843, 2825, 2572, 2644, 951, 2344, 2167, 2849, 1789, 2331, 2706, 2135, 1064, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5635905626417961\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 63\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2491, 2369, 2459, 2711, 2228, 2720, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47691578811123403\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2101, 2734, 2091, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 2092, 2566, 2473, 1279, 2850, 2798, 1822, 2795, 2498, 2743, 2360, 2688, 2846, 2773, 2572, 2167, 1789, 39, 2334, 2810, 2491, 2661, 2674, 2536, 1942, 1740, 2611, 2804, 2787, 2138, 1927, 1033, 2646, 2144, 2725, 2235, 2741, 303, 803, 2712, 2275, 2327, 1351, 923, 2839, 2030, 2656, 2628, 2813, 2006, 2430, 2651, 2809, 2843, 2644, 951, 2344, 2849, 2331, 2468, 2193, 2539, 2131, 2702, 2776, 2516, 2755, 2789, 2384, 2794, 2528, 2631, 2551, 2508, 2540, 2708, 2135, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 770, 2715, 2844, 2751, 2385, 727, 1683, 2706, 2503, 2548, 2612, 2432, 2826, 2747, 2456, 1811, 2823, 2220, 2157, 2082, 957]\n", - "Fitness: 1.0\n", - "Accuracy: 0.573026943994686\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 131\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2581, 2243, 2614, 2810, 2491, 2449, 2093, 2577, 2228, 2674, 797, 2536, 1942, 2435, 2202, 2497, 2574, 2586, 2428, 2739, 2804, 2025, 2101, 2787, 2138, 2301, 1033, 2646, 2144, 1207, 2819, 2801, 2632, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5231770127405801\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5355036522019444, 47), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2674, 2826, 1740, 2611, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 2822, 2697, 1811, 2741, 303, 839, 2220, 835, 2157, 2092, 770, 2566, 2082, 803, 2473]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5451683724928507\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2491, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2286, 2101, 2787, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2365, 2565, 2362, 839, 2220, 835, 2157, 2112, 2737, 2092, 770, 2566, 2082, 803, 2473, 1279, 2685, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5548672825712674\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2804, 2539, 2787, 2593, 2649, 1927, 2848, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2456, 2823, 2741, 303, 2131, 2550, 2362, 2112, 2737, 2566, 803, 2473, 2712, 957, 1279, 2755, 2275, 2850, 2798, 2327, 1351, 1822, 2795, 2498, 2752, 2794, 923, 2777, 2719, 709, 2651, 2129, 2809, 2410, 2329, 2508, 2655, 2222, 2764, 2572, 951, 2344, 2167, 2849, 2331, 762, 2147, 2221, 2665, 2713, 2193, 2597, 2810, 2449, 2093, 2661, 2826, 2689, 2286, 2639, 2101, 2738, 2747, 2301, 2697, 1811, 2365, 839, 2220, 835, 2157, 2776, 2685, 2838, 2715, 2688, 2714, 2385, 1401, 2749, 1880, 631, 2021, 2636, 1952, 2791, 727, 1979, 2757, 2698, 2503, 2797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5666786330922953\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 122\n", - "Deletion Prob: None\n", - "Iteration: 0\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5548672825712674, 52), (0.5572361464202071, 62), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2491, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2286, 2101, 2787, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2365, 2565, 2362, 839, 2220, 2157, 2112, 2737, 2092, 770, 2566, 2082, 803, 2473, 1279, 2685, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5579126157873786\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5287768115092594, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2810, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2286, 2101, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 1033, 2365, 2362, 839, 2220, 2112, 2092, 770, 2082, 1279, 1811, 2577, 2702, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5332642211200086\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5683807960847809, 129), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5705078892934681, 127), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2611, 2804, 2539, 2787, 2593, 2649, 1927, 2848, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2456, 2823, 2741, 303, 2131, 2362, 2737, 2566, 803, 2473, 2712, 957, 1279, 2755, 2275, 2850, 2798, 2327, 1351, 1822, 2795, 2498, 2752, 2794, 923, 2651, 2129, 2809, 2508, 2655, 2572, 951, 2344, 2167, 2849, 2331, 762, 2147, 2665, 2193, 2597, 2810, 2449, 2093, 2661, 2826, 2286, 2639, 2101, 2738, 2747, 2301, 2697, 2365, 839, 2220, 835, 2157, 2776, 2715, 2688, 2385, 631, 2021, 1952, 727, 2698, 2503, 2797, 770, 1064, 1789, 1942, 2092, 2135, 2138, 2468, 2516, 2528, 2536, 2548, 2612, 2631, 2647, 2656, 2682, 2702, 2725, 2768, 2773, 2789, 2813, 2828, 2843, 2844, 2846, 2719, 2706]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5705078892934681\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 127\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5672097958625473, 125), (0.5705078892934681, 127), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5674466822474413, 124), (0.5705078892934681, 127), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2101, 2734, 2091, 2848, 2694, 2824, 2289, 2570, 2301, 2753, 2566, 2473, 1279, 2850, 2798, 1822, 2795, 2498, 2743, 2360, 2688, 2572, 2167, 39, 2334, 2810, 2491, 2661, 2674, 1740, 2611, 2804, 2787, 1927, 1033, 2646, 2144, 2235, 2741, 303, 803, 2712, 2275, 2327, 1351, 923, 2839, 2030, 2006, 2430, 2651, 2809, 2644, 951, 2344, 2849, 2331, 2193, 2539, 2131, 2776, 2755, 2384, 2794, 2551, 2540, 2708, 2689, 2286, 2738, 2365, 839, 835, 2715, 2385, 727, 1683, 2706, 2503, 2432, 2826, 2747, 2456, 1811, 2823, 2220, 2157, 2082, 957, 709, 1880, 1979, 2112, 2221, 2222, 2329, 2410, 2550, 2685, 2713, 2714, 2719, 2749, 2757, 2764, 2777, 2791, 2838, 2520, 2829, 2697, 2025]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5674466822474413\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 124\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5674466822474413, 124), (0.5705078892934681, 127), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5674466822474413, 124), (0.5711257475963358, 127), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2804, 2787, 2649, 1927, 2848, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2456, 2823, 303, 2737, 803, 2473, 2712, 957, 1279, 2755, 2275, 2850, 2798, 2327, 1351, 1822, 2795, 2498, 2752, 2794, 923, 2777, 2651, 2129, 2809, 2410, 2329, 2508, 2222, 2764, 951, 2344, 2167, 2849, 762, 2221, 2665, 2713, 2193, 2597, 2449, 2661, 2826, 2639, 2738, 2747, 2301, 1811, 2365, 839, 2220, 2776, 2685, 2838, 2715, 2688, 2714, 2385, 1880, 631, 2021, 2636, 1952, 2791, 2757, 2698, 2503, 1870, 2025, 2056, 2082, 2202, 2243, 2267, 2428, 2435, 2528, 2529, 2551, 2615, 2631, 2644, 2700, 2706, 2734, 2739, 2746, 2751, 2779, 2816, 2817, 2837, 2843, 2844, 2846, 2612, 2689, 2773, 2803, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5711257475963358\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 127\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5674466822474413, 124), (0.5711257475963358, 127), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2810, 2449, 2661, 2459, 2720, 2674, 2682, 2694, 2753, 1033, 2646, 2144, 2776, 2789, 2384, 923, 2777, 2135, 1064, 2647, 2491, 2577, 2369, 2711, 2228, 2826, 2787, 2482, 2747, 2828, 2824, 2289, 2570, 2301, 1811, 2362, 2175, 2737, 770, 2712, 957, 2685, 2755, 2838, 2715, 2498, 2743, 2752, 2360, 2688, 2794, 2841, 2714, 1880, 631, 2526, 2244, 2410, 2329, 2727, 2508, 2840, 2141, 1683, 1789, 2757, 2800, 2713, 2834, 2788, 39, 2506, 2224, 2516, 1351, 2790, 2527, 2807, 2778, 2334, 2709, 2539, 2138, 1927, 2848, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2825, 2833, 951, 709, 727, 835, 1401, 1979, 2093, 2101, 2112, 2131, 2147, 2157, 2286, 2331, 2550, 2566, 2572, 2593, 2611, 2655, 2689, 2697, 2719, 2741, 2797, 2632, 2835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5713028018530865\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 123\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2581, 2614, 2810, 2491, 2449, 2093, 2577, 2228, 2674, 2536, 1942, 2497, 2574, 2586, 2428, 2804, 2101, 2787, 2138, 2301, 1033, 2646, 2144, 2801, 2236, 303, 709, 923, 951, 957, 1064, 1279, 1740, 1789, 1822, 2006, 2091, 2112, 2129, 2131, 2135, 2193, 2235, 2275, 2289, 2331, 2344, 2362, 2369, 2459, 2498, 2516, 2527, 2551, 2565, 2566, 2570, 2644, 2651, 2656, 2661, 2688, 2702, 2706, 2711, 2719, 2720, 2725, 2741, 2742, 2777, 2778, 2789, 2790, 2798, 2809, 2813, 2823, 2838, 2843, 2846, 2848, 2849, 2850, 1351]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5646638777568569\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5658947101072338, 112), (0.5666786330922953, 122), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2539, 2138, 1927, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2516, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 1822, 2751, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2843, 2825, 2644, 951, 2344, 2167, 1789, 2706, 2135, 1064, 2193, 631, 770, 957, 1351, 1811, 2021, 2025, 2056, 2141, 2175, 2202, 2224, 2243, 2329, 2362, 2428, 2435, 2482, 2508, 2527, 2685, 2700, 2714, 2727, 2746, 2752, 2776, 2779, 2788, 2807, 2816, 2817, 2833, 2834, 2837, 2838, 2840, 2841, 2844, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5689559171532605\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1927, 2848, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2516, 2566, 803, 2473, 1279, 2275, 2850, 2798, 1822, 2751, 2360, 2789, 2688, 2384, 2846, 2528, 2777, 2843, 2644, 2344, 2706, 1064, 2193, 835, 839, 2093, 2112, 2157, 2286, 2365, 2491, 2597, 2689, 2734, 2747, 2787, 2838, 2221, 2809, 2540]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5586330434527778\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5278390344804007, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2826, 2689, 2286, 2101, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 1811, 2365, 2702, 839, 2777]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5292786687473594\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2810, 2449, 2661, 2459, 2674, 2435, 2202, 2734, 2682, 2694, 2753, 1033, 2646, 2144, 2776, 2789, 2384, 2846, 923, 2528, 2777, 2631, 2551, 2706, 2135, 1064, 2647, 2491, 2577, 2369, 2711, 2228, 2826, 2787, 2482, 2747, 2828, 2824, 2289, 2570, 2301, 1811, 2529, 2362, 2267, 770, 2082, 2712, 957, 2685, 2838, 2715, 2844, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2794, 2841, 2714, 631, 2837, 2021, 2526, 2329, 2508, 1683, 1789, 2757, 2761, 2817, 2713, 2056, 2834, 2788, 39, 2506, 2224, 2516, 1351, 2790, 2527, 2807, 2778, 2334, 2709, 2539, 2138, 1927, 2848, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2751, 2843, 2644, 951, 709, 2006, 2093, 2131, 2167, 2193, 2235, 2331, 2344, 2456, 2565, 2566, 2572, 2611, 2656, 2702, 2719, 2725, 2741, 2768, 2823, 2849, 2517, 2655, 839, 2615, 2298, 2548, 2764]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5779575997792317\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 136\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573026943994686, 131), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2101, 2734, 2091, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 2092, 2566, 2473, 1279, 2850, 2798, 1822, 2795, 2498, 2743, 2688, 2846, 2773, 2572, 2167, 1789, 39, 2334, 2491, 2661, 2674, 2536, 1942, 1740, 2611, 2804, 2787, 2138, 1927, 1033, 2646, 2144, 2725, 2235, 2741, 303, 803, 2712, 2275, 2327, 1351, 923, 2839, 2030, 2656, 2628, 2813, 2006, 2430, 2651, 2809, 2843, 2644, 951, 2344, 2849, 2468, 2193, 2539, 2131, 2702, 2776, 2516, 2755, 2789, 2384, 2794, 2528, 2631, 2551, 2508, 2540, 2708, 2135, 1064, 2768, 2647, 2689, 2286, 2738, 2365, 839, 835, 770, 2715, 2844, 2751, 2385, 727, 1683, 2706, 2503, 2548, 2612, 2432, 2826, 2747, 2456, 1811, 2823, 2220, 2157, 2082, 957, 2845, 797, 762, 2561]\n", - "Fitness: 1.0\n", - "Accuracy: 0.573956173576667\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 131\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.5724090856918181, 130), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2661, 2459, 2720, 2674, 2435, 2202, 2739, 2734, 2682, 2694, 2753, 1033, 2646, 2144, 2776, 2789, 2384, 2846, 923, 2528, 2777, 2631, 2551, 2706, 2135, 1064, 2647, 2491, 2577, 2369, 2711, 2228, 2826, 2816, 2428, 2025, 2787, 2482, 2747, 2828, 2824, 2289, 2570, 2301, 1811, 2615, 2529, 2362, 2175, 2267, 2737, 770, 2082, 2712, 957, 2685, 2755, 2838, 2715, 2779, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2794, 2841, 2714, 1880, 631, 2837, 2021, 2526, 2244, 2410, 2329, 2727, 2508, 2840, 2141, 1683, 2700, 1789, 2757, 2761, 2817, 2800, 1870, 2746, 2713, 2056, 2834, 2788, 39, 2506, 2224, 2516, 1351, 2790, 2527, 2807, 2778, 2334, 2709, 2539, 2138, 1927, 2848, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2751, 2825, 2833, 2644, 951, 2639, 1740, 2804, 2593, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5724090856918181\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 130\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5646638777568569, 87), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.5724090856918181, 130), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.5724090856918181, 130), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1942, 1740, 2101, 2482, 2138, 2734, 2091, 1927, 2848, 2694, 2828, 2289, 2570, 2301, 2753, 1033, 2646, 2725, 2235, 2741, 2702, 2776, 2092, 2566, 803, 2473, 2850, 2798, 2751, 2795, 2688, 2384, 923, 2528, 2777, 2839, 2030, 709, 2813, 2631, 2551, 2809, 2508, 2843, 2825, 2790, 2773, 2572, 2644, 2344, 2167, 1789, 2706, 2135, 1064, 2468, 2768, 2193, 2647, 2810, 2491, 2787, 2747, 2565, 2112, 2712, 2685, 2838, 2752, 1811, 2286, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5652280092507797\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.481228585592912, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.5724090856918181, 130), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.5724090856918181, 130), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2093, 2597, 2649, 2778, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4919116731260944\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.5713028018530865, 123), (0.5724090856918181, 130), (0.573956173576667, 131), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2428, 2539, 2025, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2615, 2131, 2776, 2267, 1351, 1822, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2551, 2727, 2508, 2843, 2790, 2706, 1064, 2807, 2778, 2826, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 2822, 2697, 1811, 2741, 303, 2365, 839, 2220, 835, 2157, 2566, 803, 2473, 957, 1279, 2685, 2755, 2838, 2275, 2715, 2850, 2798, 2779, 2327, 2714, 2385, 1401, 2749, 1880, 631, 2021, 2651, 2809, 727, 951, 2093, 2101, 2129, 2193, 2329, 2331, 2449, 2456, 2491, 2503, 2550, 2593, 2639, 2649, 2655, 2698, 2712, 2713, 2719, 2737, 2738, 2752, 2791, 2797, 2804, 2849, 2635, 2202, 2490, 2224]\n", - "Fitness: 1.0\n", - "Accuracy: 0.575922086358519\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 123\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2539, 2787, 1927, 2848, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2823, 2741, 303, 2131, 2362, 2112, 2566, 803, 2473, 957, 2755, 2275, 2850, 2798, 2327, 1351, 1822, 2795, 2498, 923, 2777, 709, 2651, 2809, 2410, 2508, 2222, 2764, 2572, 2344, 2167, 762, 2147, 2221, 2665, 2597, 2810, 2661, 2826, 2286, 2747, 2301, 2697, 1811, 2365, 839, 2220, 835, 2776, 2685, 2838, 2715, 2688, 2714, 2385, 1401, 2749, 1880, 631, 2021, 1952, 1979, 2757, 770, 1789, 2082, 2135, 2138, 2175, 2244, 2516, 2526, 2527, 2529, 2599, 2644, 2647, 2739, 2816, 2837, 2840, 2844, 2712, 2092, 2517, 2734]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5699388735441866\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 112\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2228, 2101, 2734, 2091, 2848, 2682, 2694, 2828, 2824, 2289, 2570, 2753, 2092, 2566, 2473, 1279, 2798, 2795, 2498, 2360, 2846, 2572, 2167, 39, 2334, 2810, 2491, 2674, 1740, 2611, 2804, 2787, 1927, 1033, 2646, 2144, 2741, 303, 803, 1351, 2839, 2030, 2656, 2628, 2813, 2006, 2430, 2809, 2843, 2849, 2331, 2468, 2539, 2702, 2776, 2516, 2789, 2528, 2631, 2508, 2135, 2647, 2689, 2286, 839, 835, 770, 727, 2706, 2503, 2548, 2432, 2826, 1811, 2823, 2220, 2157, 2082, 2697, 2822, 2834, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5671511847982436\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2674, 2826, 2611, 2689, 2286, 2101, 2734, 2091, 1927, 2747, 2848, 2828, 2824, 2570, 2753, 1033, 2646, 2144, 1811, 2741, 303, 839, 2220, 835, 2157, 2092, 770, 2566, 2082, 803, 2473, 923, 951, 957, 1683, 1789, 2131, 2138, 2193, 2235, 2275, 2301, 2327, 2344, 2365, 2384, 2385, 2456, 2536, 2540, 2551, 2577, 2612, 2644, 2651, 2661, 2688, 2708, 2712, 2715, 2720, 2725, 2738, 2743, 2751, 2755, 2768, 2773, 2794, 2844, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5645625294581651\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 80\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5292786687473594, 38), (0.5332642211200086, 42), (0.5451683724928507, 43), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2138, 1927, 2848, 2828, 2824, 2570, 2516, 803, 2473, 1279, 2850, 1822, 2795, 2498, 2743, 2846, 923, 2777, 2843, 2572, 2644, 951, 2344, 2167, 2706, 2135, 1064, 2614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5479389663450385\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5231770127405801, 36), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2491, 2661, 2577, 2369, 2459, 2228, 2720, 2674, 39, 1033, 1789, 2131, 2144, 2193, 2275, 2289, 2301, 2327, 2331, 2360, 2384, 2528, 2539, 2646, 2688, 2694, 2751, 2778, 2789, 2798, 2825, 2849, 2697, 2056]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5395551420219351\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5689559171532605, 98), (0.5699388735441866, 112), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2810, 2459, 2720, 2674, 2435, 2202, 2734, 2694, 2753, 1033, 2646, 2144, 2776, 2789, 2384, 2846, 923, 2528, 2706, 2135, 1064, 2647, 2491, 2577, 2369, 2711, 2228, 2816, 2482, 2828, 2824, 2289, 2570, 2301, 2362, 2267, 2082, 2685, 2838, 2715, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2794, 2714, 2526, 2329, 2508, 2141, 1789, 2757, 2800, 2834, 39, 2506, 2516, 1351, 2790, 2527, 2807, 2778, 2334, 2709, 2539, 2138, 1927, 2848, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2751, 2843, 2825, 2833, 2644, 951, 2131, 2193, 2331, 1811, 2551, 2093]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5709535775949438\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 92\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2491, 2369, 2459, 2720, 2674, 803, 839, 1033, 2144, 2275, 2289, 2301, 2360, 2384, 2456, 2566, 2741, 2743, 2778, 2779, 2828, 2838, 2848, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5257412468038654\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 0\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5586330434527778, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2334, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2539, 2138, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2131, 2516, 2566, 2473, 1279, 2275, 2850, 2798, 2327, 1822, 2751, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2843, 2825, 2572, 2644, 951, 2344, 2167, 2849, 1789, 2331, 2706, 2135, 1064, 2193, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5613401419853032\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2635, 2112, 2711, 2385, 2612, 2842, 1963, 1870, 2761, 2331, 2490, 2823, 2835, 1740, 2222, 2244, 2147, 2674, 2839, 2456, 2473, 2844, 2240, 2747, 1683, 2828, 2656, 1207, 2819, 1774, 2516, 762, 1952, 2613, 2138, 2517, 2644, 2849, 2586, 2826, 2006, 2651, 2639, 2647, 951, 2708, 2491, 2750, 2685, 2548, 2735, 39, 2775, 2566, 2235, 2834, 2131, 2683, 2593, 1979, 2740, 2764, 2825, 727, 2025, 2172, 2577, 2508, 2732, 770, 2506, 2807, 2810, 2243, 2818, 2713, 2561, 1279, 2813, 2611, 2530, 2836, 2631, 2599, 2468, 2776, 2428, 2800, 2790, 2746, 1789, 2091, 2581, 2665, 2623, 923, 2838, 388, 709, 2503, 2846, 2540, 2749, 2727, 2737, 2739, 1927, 2689, 2843, 2698, 2840, 2712, 2082, 2539, 1351, 2850, 2803, 2267, 2301, 2144, 2141, 2845, 2649, 2529, 2706, 2773, 2744, 1966, 2329, 835, 2327, 303, 2155, 803, 2286, 2829, 2615, 2289, 2795, 2128, 2694, 2646, 2614, 631, 2824, 1905, 2697, 1880, 2715, 2596, 2520, 1033, 2129, 2720, 2384, 2758, 957, 2135, 2778, 2606, 2565, 2228, 2175, 2762, 2742, 2415, 2751, 2752, 2700, 2220, 2012, 2837, 2833, 2101]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793325176626885\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 174\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5509305727522046, 47), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2689, 2101, 2738, 2734, 2091, 1927, 2747, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 1811, 2365, 839, 770, 1279, 2082, 2112, 2144, 2157, 2220, 2473, 2565, 2566, 2646, 2685, 2838, 2430, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5509305727522046\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5479389663450385, 38), (0.5509305727522046, 47), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 2365, 839, 2157, 803, 2850, 2384, 2091, 2093, 2101, 2639, 2694, 2711, 2734, 2738, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5561139887515599\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5259024272307005, 31), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2826, 2611, 2286, 1927, 2570, 1033, 2646, 2741, 2365, 839, 2220, 2157, 2082, 2779, 2327, 1351, 2384, 2091, 2093, 2593, 2597, 2649, 2689, 2694, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5259024272307005\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5259024272307005, 31), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2286, 2747, 2848, 2682, 303, 770, 803, 1740, 2144, 2289, 2301, 2360, 2456, 2566, 2674, 2743, 2789, 2823, 2828, 2838, 2850, 2595]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5349627209209752\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2491, 2449, 2709, 2369, 2459, 2711, 2228, 2720, 2101, 2787, 2747, 2848, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2365, 2565, 2157, 2112, 2737, 770, 2566, 803, 2473, 1279, 2838, 923, 951, 2222, 2327, 2334, 2344, 2410, 2528, 2539, 2540, 2644, 2661, 2764, 2777, 2789, 2794, 2843, 2846, 2850, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5611838458138269\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Iteration: 1\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2286, 2747, 2848, 2682, 303, 803, 1740, 2144, 2289, 2301, 2456, 2674, 2743, 2789, 2823, 2828, 2850, 1927, 2093, 2365, 2384, 2581, 2639, 2694, 2711, 2826, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5394366988294882\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5395551420219351, 35), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 839, 2157, 803, 2850, 2091, 2101, 2734, 2738, 2747, 770, 2360, 2566, 2595, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5484603606045731\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5652280092507797, 86), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2243, 2810, 2449, 2674, 2202, 2734, 2682, 2694, 2144, 2789, 923, 1064, 2647, 2577, 2369, 2228, 2787, 2482, 2747, 2828, 2824, 2570, 1811, 2362, 2267, 770, 2082, 2715, 2795, 2498, 2743, 2752, 2360, 2794, 2841, 631, 2837, 2329, 2508, 2757, 2506, 2224, 2516, 2790, 2527, 2539, 2848, 2473, 1279, 2275, 2850, 2327, 2751, 2843, 951, 709, 2006, 2093, 2131, 2167, 2193, 2331, 2565, 2566, 2572, 2656, 2702, 2719, 2725, 2768, 2823, 2655, 839, 2764, 2286, 2689, 2720, 2849, 1979, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5671401952236867\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 82\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.575922086358519, 123), (0.5779575997792317, 136), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2428, 2539, 2025, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2615, 2131, 2776, 1351, 1822, 2795, 2498, 2743, 2360, 2789, 2688, 2384, 2846, 923, 2528, 2777, 2551, 2727, 2508, 2843, 2790, 2706, 1064, 2807, 2778, 2826, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 2822, 2697, 1811, 2741, 303, 2365, 839, 2220, 835, 2157, 2566, 803, 2473, 957, 1279, 2685, 2755, 2838, 2275, 2715, 2850, 2779, 2327, 2385, 1401, 2749, 1880, 631, 2021, 2651, 2809, 727, 2093, 2101, 2129, 2193, 2329, 2331, 2449, 2456, 2491, 2503, 2550, 2593, 2639, 2649, 2655, 2698, 2713, 2719, 2737, 2738, 2752, 2791, 2797, 2804, 2849, 2635, 2202, 2490, 2224, 2647, 2665, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5788868293612126\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 121\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5257412468038654, 26), (0.5349627209209752, 27), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2093, 2597, 2778, 303, 803, 839, 1740, 2144, 2157, 2301, 2384, 2611, 2639, 2747, 2823, 2826, 2828, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.535397419647894\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5613401419853032, 62), (0.5635905626417961, 63), (0.5645625294581651, 80), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2093, 2577, 2369, 2459, 2228, 2720, 2674, 1942, 1740, 2091, 2848, 2694, 2828, 2289, 2301, 2753, 1033, 2646, 2741, 2702, 2776, 2566, 803, 2850, 2798, 2751, 2688, 2384, 923, 2777, 2839, 2030, 2813, 2551, 2843, 2825, 2344, 2167, 2706, 2135, 2468, 2491, 2747, 2838, 2752, 2286, 2844, 39, 839, 2275, 2360, 2743, 2779, 2727]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5648201739283333\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.5611838458138269, 55), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2449, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2473, 2798, 2360, 2572, 2167, 39, 2334, 2491, 2674, 2611, 2804, 1033, 2144, 2741, 803, 1351, 2839, 2030, 2656, 2628, 2843, 2702, 2789, 2631, 2135, 2647, 2286, 839, 835, 770, 727, 2706, 2503, 2548, 2432, 2157, 2082, 2834, 2112, 2456, 2720, 2779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.562833503061207\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2449, 2661, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2482, 2138, 2734, 2091, 2848, 2694, 2828, 2289, 2570, 2301, 2753, 1033, 2646, 2725, 2235, 2741, 2702, 2776, 803, 2473, 2850, 2798, 2751, 2795, 2688, 2384, 923, 2528, 2777, 2030, 709, 2631, 2551, 2508, 2843, 2790, 2572, 2644, 2344, 2167, 1789, 2706, 2135, 1064, 2468, 2768, 2193, 2647, 2810, 2491, 2787, 2747, 2565, 2712, 2685, 2838, 2752, 1811, 2844, 631, 770, 839, 1279, 1351, 1683, 1822, 2006, 2131, 2202, 2267, 2275, 2298, 2329, 2334, 2362, 2539, 2548, 2611, 2615, 2656, 2714, 2719, 2743, 2789, 2794, 2807, 2817, 2834, 2837, 2846, 2849, 2526, 1512, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5741600912378901\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 105\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2369, 2459, 2228, 2101, 2734, 2091, 2848, 2694, 2828, 2289, 2566, 2798, 2360, 2572, 39, 2491, 2674, 2804, 1033, 2646, 2144, 2741, 803, 1351, 2839, 2628, 2813, 2809, 2539, 2702, 2776, 2789, 839, 835, 727, 2706, 1811, 2157, 2697, 2834, 2275, 2384, 2779, 2818, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5578649942976319\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5671401952236867, 82), (0.5671511847982436, 90), (0.5709535775949438, 92), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2747, 2848, 2682, 770, 803, 1740, 2144, 2289, 2301, 2566, 2674, 2743, 2789, 2823, 2828, 2850, 2595, 923, 951, 1279, 1683, 1811, 2006, 2235, 2298, 2331, 2344, 2459, 2473, 2506, 2508, 2516, 2517, 2526, 2528, 2529, 2539, 2548, 2570, 2597, 2611, 2615, 2646, 2647, 2655, 2709, 2711, 2712, 2714, 2715, 2725, 2734, 2741, 2753, 2764, 2768, 2777, 2787, 2788, 2807, 2810, 2834, 2837, 2843, 2846, 2849, 2193, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5726349825021552\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2741, 2771, 39, 2734, 1401, 1512, 2432, 2298, 2752, 1064, 2093, 2430, 2244, 1811, 2700, 2757, 2456, 2128, 2635, 2742, 2082, 2632, 2101, 2606, 727, 2410, 1963, 2720, 2698, 2746, 835, 2732, 2847, 2647, 2753, 2682, 2798, 2709, 2761, 2561, 2167, 2819, 2497, 2788, 2779, 2835, 2503, 2823, 2714, 2428, 957, 2595, 2235, 2744, 1919, 2848, 923, 1952, 2566, 2030, 2764, 2528, 2224, 2755, 2845, 2243, 2435, 2482, 2540, 1942, 2021, 2789, 2289, 2807, 2707, 2596, 2713, 2220, 2551, 2240, 2449, 2056, 2490, 2131, 770, 2784, 2685, 2818, 2520, 2715]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5729463537812685\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5576342132319362, 48), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 2286, 2747, 2848, 2682, 770, 803, 2144, 2301, 2456, 2566, 2674, 2743, 2789, 2828, 2838, 2850, 923, 1683, 2082, 2092, 2138, 2235, 2275, 2327, 2385, 2449, 2459, 2536, 2540, 2551, 2581, 2611, 2644, 2711, 2712, 2725, 2738, 2741, 2751, 2768, 2773, 2826, 2825, 2112, 1033]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5576342132319362\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5394366988294882, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5576342132319362, 48), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5576342132319362, 48), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2286, 2747, 2848, 2682, 303, 803, 1740, 2144, 2289, 2301, 2456, 2674, 2743, 2823, 2828, 2850, 1927, 2101, 2157, 2384, 2570, 2581, 2611, 2639, 2694, 2734, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5466873759093873\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5576342132319362, 48), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5741600912378901, 105), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5576342132319362, 48), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5767548518971669, 97), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2112, 2711, 2385, 2612, 1963, 2761, 2331, 2490, 2823, 1740, 2244, 2674, 2456, 2473, 2747, 2828, 1774, 2516, 762, 2138, 2849, 2826, 2639, 951, 2708, 2491, 2750, 2685, 2775, 2235, 2131, 2683, 1979, 727, 2025, 2172, 2508, 770, 2506, 2807, 2243, 2713, 2813, 2611, 2530, 2631, 2468, 2800, 2091, 2581, 923, 2838, 2503, 2749, 1927, 2698, 2840, 2082, 2539, 1351, 2850, 2301, 2845, 2649, 2744, 1966, 2329, 835, 303, 803, 2289, 2795, 2128, 2694, 2697, 2520, 1033, 2720, 2384, 2758, 957, 2135, 2778, 2606, 2228, 2175, 2742, 2752, 2700, 2220, 2101, 2365, 2741, 2848, 2844, 2825, 1870]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5767548518971669\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 97\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5576342132319362, 48), (0.5578649942976319, 49), (0.5579126157873786, 51), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5767548518971669, 97), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5767548518971669, 97), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2810, 2459, 2720, 2674, 2435, 2202, 2646, 2789, 2846, 2135, 2577, 2369, 2711, 2228, 2482, 2824, 2570, 2685, 2838, 2715, 2688, 2794, 2329, 2508, 2141, 2834, 39, 2790, 2807, 2778, 2709, 2539, 2138, 1927, 2848, 2275, 2850, 2825, 2833, 951, 2131, 2193, 1811, 2093, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581653760021881\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5729463537812685, 90), (0.5767548518971669, 97), (0.5788868293612126, 121), (0.5793325176626885, 174)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2689, 2286, 2593, 2091, 2747, 2848, 2682, 2694, 39, 388, 709, 727, 1207, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 1979, 2006, 2012, 2082, 2101, 2131, 2135, 2141, 2147, 2172, 2220, 2235, 2301, 2327, 2329, 2331, 2384, 2415, 2428, 2468, 2490, 2491, 2506, 2540, 2548, 2596, 2611, 2612, 2613, 2635, 2644, 2665, 2674, 2683, 2685, 2697, 2700, 2742, 2744, 2746, 2749, 2758, 2761, 2764, 2773, 2800, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2835, 2836, 2838, 2840, 2844, 2849, 2850, 2244, 2636, 762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5798697857521387\n", - "Coverage: 1.0\n", - "Birth Iteration: 1\n", - "Rule Count: 90\n", - "Deletion Prob: None\n", - "Iteration: 2\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2810, 2459, 2720, 2674, 2435, 2202, 2646, 2789, 2846, 2135, 2577, 2369, 2711, 2228, 2482, 2824, 2570, 2685, 2838, 2715, 2688, 2794, 2329, 2508, 2141, 2834, 39, 2790, 2807, 2778, 2709, 2539, 2138, 1927, 2848, 2275, 2850, 2825, 2833, 951, 2131, 2193, 1811, 2093, 1683, 770, 2566, 2823, 1033, 2828, 2456, 803, 2595, 2091, 2734, 303, 2738, 2611, 2741, 2101, 2360, 2747, 839, 1740, 2144, 2157, 2286, 2289, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5703039716322449\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 70\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2093, 2369, 2228, 2720, 1942, 1740, 2091, 2848, 2828, 2289, 2301, 2753, 1033, 2646, 2741, 2702, 2776, 2566, 803, 2850, 2798, 2751, 2384, 2030, 2551, 2825, 2344, 2491, 2747, 2838, 2752, 2286, 839, 2275, 2360, 2743, 2779, 303, 770, 2101, 2456, 2570, 2595, 2611, 2709, 2738, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5582349766410488\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.562833503061207, 52), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.562833503061207, 52), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2093, 2577, 2369, 2459, 2228, 2720, 1942, 1740, 2091, 2848, 2694, 2828, 2289, 2301, 2753, 1033, 2646, 2741, 2702, 2776, 2566, 803, 2850, 2798, 2751, 2688, 2384, 923, 2777, 2839, 2030, 2813, 2551, 2843, 2825, 2344, 2167, 2706, 2135, 2468, 2491, 2747, 2838, 2752, 2286, 2844, 39, 839, 2275, 2360, 2743, 2779, 2331]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5645784032880807\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.562833503061207, 52), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2449, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2798, 2360, 2572, 2167, 39, 2334, 2491, 2674, 2611, 2804, 1033, 2144, 2741, 803, 1351, 2839, 2030, 2656, 2628, 2843, 2702, 2789, 2631, 2135, 2647, 2286, 839, 835, 770, 727, 2706, 2548, 2432, 2157, 2082, 2834, 2112, 2456, 2720, 2779]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5633329181716279\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47691578811123403, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2334, 2491, 2369, 2459, 2228, 2720, 2674, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48448394178944465\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5726349825021552, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 2848, 2682, 770, 803, 1740, 2144, 2289, 2301, 2566, 2674, 2743, 2789, 2823, 2828, 2850, 2595, 923, 951, 1279, 1683, 1811, 2006, 2235, 2298, 2331, 2344, 2459, 2473, 2506, 2508, 2516, 2526, 2528, 2529, 2539, 2548, 2570, 2597, 2611, 2615, 2646, 2647, 2655, 2709, 2711, 2712, 2714, 2715, 2725, 2734, 2741, 2753, 2764, 2768, 2777, 2787, 2788, 2807, 2810, 2834, 2837, 2843, 2846, 2849, 2193, 2236, 2129, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730806708036309\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5264164951071972, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2091, 2093, 2597, 2778, 303, 803, 1740, 2144, 2157, 2301, 2384, 2611, 2639, 2747, 2823, 2826, 2828, 2850, 2841]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5264164951071972\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5264164951071972, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5264164951071972, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2286, 2747, 2848, 1740, 2144, 2289, 2823, 2850, 1927, 2570, 2581, 2694, 2734, 1683, 2131, 2193, 2202, 2275, 2329, 2459, 2508, 2539, 2646, 2685, 2688, 2789, 2790, 2825, 2833, 2838, 2593, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5517096114819074\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5218558216660684, 17), (0.5264164951071972, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5264164951071972, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 2091, 2093, 2597, 2649, 2778, 2697, 2286, 2577, 2682, 2689, 2747, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5102007673165169\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5264164951071972, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2228, 2720, 2674, 1740, 2828, 2289, 2570, 1033, 2456, 2823, 2741, 839, 2157, 803, 2091, 2738, 2747, 2566, 2581, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5346244862373895\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5582349766410488, 48), (0.5633329181716279, 50), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2093, 2369, 2459, 2848, 2289, 2566, 2798, 2360, 39, 2334, 2491, 2674, 2611, 1033, 2144, 2741, 803, 1351, 2839, 2030, 2843, 2702, 2631, 2135, 2647, 2286, 839, 835, 770, 2706, 2503, 2157, 2082, 2112, 2456, 2779, 2091, 2101, 2301, 2709, 2734, 2738, 2747, 2823, 2850, 1789, 2331]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5643317483924695\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5491685776315758, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2093, 2778, 303, 1740, 2611, 2826, 2850, 39, 951, 1683, 1811, 2131, 2141, 2193, 2202, 2329, 2435, 2508, 2539, 2577, 2674, 2688, 2807, 2824, 2825, 2834, 2846, 2848, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5491685776315758\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5491685776315758, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5491685776315758, 35), (0.5495666444433047, 36), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2810, 2459, 2720, 2646, 2789, 2135, 2369, 2711, 2228, 2482, 2570, 2685, 2838, 2715, 2794, 2790, 2778, 2709, 2138, 1927, 2850, 2833, 2093, 803, 839, 2144, 2157, 2301, 2384, 2597, 2639, 2747, 2823, 2828, 2021]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5495666444433047\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5491685776315758, 35), (0.5495666444433047, 36), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 839, 2157, 803, 2850, 2091, 2101, 2734, 2738, 2747, 770, 2360, 2566, 2595, 2838, 2623]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5514519670117393\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.5645784032880807, 55), (0.5648201739283333, 56), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2449, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2798, 2360, 2572, 2167, 39, 2334, 2491, 2674, 2611, 2804, 1033, 2144, 2741, 803, 1351, 2839, 2030, 2656, 2628, 2843, 2702, 2789, 2631, 2135, 2647, 2286, 839, 835, 770, 727, 2706, 2503, 2548, 2432, 2157, 2082, 2834, 2112, 2456, 2720, 2779, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56709257373394\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2810, 2459, 2720, 2674, 2435, 2202, 2646, 2789, 2846, 2135, 2577, 2369, 2711, 2228, 2482, 2824, 2570, 2685, 2838, 2715, 2688, 2794, 2329, 2508, 2141, 2834, 39, 2790, 2807, 2778, 2709, 2539, 2138, 1927, 2848, 2275, 2850, 2825, 2833, 951, 2193, 1811, 2093, 1683, 2839, 2739]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5635954468971547\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2720, 2286, 2747, 2848, 303, 803, 1740, 2144, 2289, 2301, 2456, 2674, 2743, 2823, 2828, 2850, 1927, 2101, 2157, 2384, 2570, 2581, 2611, 2639, 2694, 2734, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5456348188796006\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346244862373895, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2093, 2597, 2778, 303, 803, 839, 1740, 2144, 2157, 2301, 2639, 2747, 2823, 2826, 2828, 2850, 2708]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5346721077271361\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2810, 2459, 2720, 2674, 2435, 2202, 2646, 2789, 2846, 2135, 2577, 2369, 2711, 2228, 2482, 2824, 2570, 2685, 2838, 2715, 2688, 2794, 2329, 2508, 2141, 2834, 39, 2790, 2807, 2778, 2709, 2539, 2138, 1927, 2848, 2275, 2850, 2825, 2833, 951, 2131, 2193, 1811, 2093, 1683, 2144, 803, 2597, 2823, 839, 2826, 2091, 2828, 1740, 2157, 303, 2639, 2384, 2611, 2747, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5672317750116611\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2572, 39, 2334, 2491, 2674, 2611, 2144, 2741, 803, 1351, 2839, 2656, 2628, 2702, 2789, 2631, 2135, 2286, 727, 2706, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 1966, 1979, 2006, 2141, 2147, 2220, 2228, 2235, 2301, 2327, 2329, 2384, 2468, 2490, 2540, 2593, 2596, 2612, 2613, 2644, 2665, 2682, 2685, 2689, 2746, 2758, 2761, 2764, 2773, 2800, 2807, 2810, 2819, 2823, 2824, 2825, 2836, 2844, 2850, 2809, 2639, 2651, 1689, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5755191352914313\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 2365, 839, 2157, 803, 2850, 2384, 2091, 2093, 2101, 2639, 2694, 2711, 2734, 2738, 2747, 2735]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5575426334439617\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5517096114819074, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2720, 2674, 2202, 2135, 2369, 2711, 2228, 2482, 2570, 2838, 2715, 2329, 2834, 2778, 2709, 2539, 2138, 1927, 2848, 2850, 2825, 2093, 839, 1033, 1740, 2091, 2101, 2157, 2286, 2289, 2365, 2639, 2741, 2823, 2826, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5552006329994945\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5643317483924695, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2611, 1927, 2848, 2828, 2570, 2301, 2144, 2456, 303, 803, 2850, 2384, 2093, 2694, 2711, 2734, 2738, 2747, 39, 951, 1683, 1811, 2131, 2141, 2193, 2275, 2435, 2459, 2508, 2577, 2646, 2685, 2688, 2789, 2790, 2794, 2807, 2810, 2824, 2833, 2846]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5656419498924243\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5672317750116611, 62), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2810, 2459, 2720, 2674, 2435, 2646, 2789, 2846, 2577, 2369, 2711, 2228, 2570, 2838, 2715, 2794, 2508, 2141, 2834, 2790, 2807, 2778, 2709, 2539, 2848, 2850, 2833, 951, 2131, 2193, 1811, 1683, 770, 923, 1279, 1740, 2144, 2236, 2289, 2298, 2301, 2331, 2473, 2516, 2517, 2528, 2548, 2595, 2647, 2655, 2712, 2725, 2734, 2741, 2753, 2777, 2823, 2828, 2329, 2611, 2788]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5701269173754943\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.4925832582379072, 15), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2093, 2597, 2649, 2778, 2697, 2286, 2577, 2694, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4925832582379072\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.4925832582379072, 15), (0.5102007673165169, 16), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2593, 2649, 2091, 2747, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5107319300867688\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456348188796006, 31), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456995352631027, 30), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2093, 2597, 2778, 303, 803, 839, 1740, 2144, 2157, 2301, 2611, 2747, 2823, 2828, 2850, 770, 2289, 2566, 2595, 2674, 2709, 2734, 2741, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5456995352631027\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5456995352631027, 30), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 1740, 2611, 2286, 2848, 2828, 2570, 2301, 1033, 2144, 2456, 2823, 303, 839, 2157, 803, 2850, 2091, 2101, 2738, 2747, 2360, 2384, 2639, 2826, 2128]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5464565948436916\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5581653760021881, 46), (0.5635954468971547, 47), (0.5656419498924243, 48), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2778, 2697, 727, 1279, 1351, 1740, 1774, 1966, 2006, 2101, 2131, 2135, 2172, 2235, 2244, 2286, 2331, 2548, 2577, 2593, 2613, 2635, 2644, 2674, 2685, 2747, 2758, 2773, 2807, 2823, 2824, 2835, 2836, 2844, 2849, 2473]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5662219552162626\n", - "Coverage: 1.0\n", - "Birth Iteration: 2\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 3\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.5561139887515599, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 2365, 839, 2157, 803, 2850, 2384, 2091, 2093, 2101, 2639, 2694, 2711, 2738, 2747, 2744]\n", - "Fitness: 1.0\n", - "Accuracy: 0.557043218333541\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.5466873759093873, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 839, 2157, 803, 2850, 2091, 2101, 2734, 2738, 2747, 2360, 2566, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.548299180177738\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2826, 2286, 2848, 2289, 2301, 2144, 2456, 2823, 2365, 2157, 2850, 2091, 2093, 2639, 2694, 2747, 2597, 2689, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5459999169676589\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90)]\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2704, 2732, 2570, 2826, 2829, 2734, 2289, 2788, 2798, 2739, 2138, 2842, 2790, 2612, 1811, 2682, 2056, 2764, 2093, 2365, 2819, 839, 2841, 2833, 2683, 2807, 2144, 2286, 2516, 1822, 2228, 2700, 2651, 835, 2656, 2503, 2744, 2847, 2814, 2813, 2822, 2735, 2752, 2435, 2707, 2749, 2635, 2565, 2030, 2849, 2787, 2428, 727, 2628, 2275, 2816, 2839, 2655, 1979, 2828, 2410, 2473, 2432, 2007, 2761, 2112, 2550, 1880, 923, 2369, 2713, 2526, 2742, 2712, 1207, 2750, 2746, 2776, 2384, 2837, 2561, 2796, 2845, 2581, 2517, 2623, 2213, 1740, 2708, 2649, 2597, 1942, 2810, 2779, 2791, 2131, 2709, 2530, 2222, 2082, 2685, 2715, 2172, 2777, 2611, 2551, 2566, 2548, 2614, 2803, 2825, 1927, 2613, 1351, 2128, 2527, 2848, 2823, 2740, 1870, 2606, 709, 1512, 2755, 2539, 2135, 2720, 1952, 1279, 631, 2644, 2639, 2632, 1905, 2344, 2202, 2631, 2818, 2843, 2773, 2506, 2706, 797, 2331, 2329, 2743, 2091, 2747, 2751, 2835, 2778, 2771, 2753, 2727, 2850, 2694, 2758, 2698, 2385, 2491, 1963, 2817, 2193, 2595, 303, 2741, 2101, 770, 2415, 388, 1401, 2646, 2577, 2147, 2844, 2362, 2220, 2636, 2334]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5815023481057637\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 179\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.4919116731260944, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.48448394178944465, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2649, 2091, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49284090270807535\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.48448394178944465, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2720, 2091, 2093, 2597, 2649, 2778, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4890165307622613\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 3\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 2826, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 2365, 839, 2157, 2850, 2384, 2091, 2093, 2101, 2639, 2694, 2711, 2734, 2738, 2747, 2735, 2586, 2331]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5626234800807856\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 2848, 2682, 770, 803, 1740, 2144, 2289, 2301, 2566, 2674, 2743, 2789, 2823, 2828, 2850, 2595, 923, 1279, 1683, 1811, 2006, 2235, 2298, 2331, 2344, 2459, 2473, 2506, 2508, 2516, 2526, 2528, 2529, 2539, 2548, 2570, 2597, 2611, 2615, 2646, 2647, 2655, 2709, 2711, 2712, 2714, 2715, 2725, 2734, 2741, 2753, 2764, 2768, 2777, 2787, 2788, 2807, 2810, 2834, 2837, 2843, 2846, 2849, 2193, 2236, 2129, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.570454162484523\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2091, 2093, 2597, 2649, 2778, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4917932299336474\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 3\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5514519670117393, 35), (0.5552006329994945, 37), (0.557043218333541, 38), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 303, 839, 2157, 803, 2850, 2091, 2101, 2734, 2738, 2747, 770, 2360, 2566, 2595, 2623, 2384, 2572, 2498]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5571665457813465\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.548299180177738, 32), (0.5484603606045731, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 1740, 2611, 2848, 2828, 2570, 1033, 2144, 2456, 2823, 303, 839, 2157, 803, 2850, 2091, 2101, 2738, 2747, 2360, 2639, 2826, 2128, 2709, 2741, 2838, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5521931527624128\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5703039716322449, 70), (0.570454162484523, 72), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 2697, 727, 1279, 1351, 1740, 1774, 1966, 2006, 2135, 2172, 2235, 2286, 2548, 2577, 2593, 2613, 2635, 2644, 2674, 2685, 2747, 2758, 2773, 2807, 2823, 2824, 2835, 2836, 2844, 2849, 39, 709, 1689, 1870, 1905, 2082, 2093, 2327, 2334, 2456, 2491, 2572, 2597, 2612, 2628, 2639, 2651, 2656, 2682, 2689, 2694, 2746, 2751, 2800, 2809, 2839, 2848, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5722051680305951\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5730806708036309, 73), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2459, 2848, 2289, 2566, 2334, 2491, 2674, 2611, 2144, 2741, 2628, 2702, 2789, 2135, 727, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 1279, 1740, 1870, 1905, 1966, 2141, 2228, 2301, 2327, 2540, 2612, 2613, 2665, 2689, 2761, 2773, 2800, 2807, 2810, 2823, 2824, 2825, 2836, 2844, 2850, 2809, 2639, 2651, 1689, 770, 951, 2131, 2298, 2331, 2516, 2539, 2570, 2577, 2709, 2715, 2725, 2734, 2778, 2790, 2828, 2846, 2529, 2706]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5755032614615158\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 72\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2093, 2369, 2459, 2694, 2289, 2566, 2572, 2491, 2674, 2144, 803, 2656, 2628, 2702, 727, 2503, 2157, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 2006, 2141, 2147, 2220, 2228, 2235, 2301, 2384, 2540, 2612, 2644, 2665, 2682, 2746, 2758, 2764, 2807, 2819, 2823, 2850, 2639, 2651, 2751, 303, 839, 2708, 2747, 2778, 2826, 2750, 2713, 2777]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5681072777846972\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2709, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 839, 2157, 803, 2850, 2091, 2101, 2734, 2738, 2747, 2595, 2093, 2581, 2694, 2435]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5526657044683609\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5755191352914313, 86), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2572, 39, 2334, 2491, 2674, 2611, 2144, 2741, 803, 1351, 2839, 2656, 2628, 2702, 2789, 2631, 2135, 2286, 2706, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 1966, 1979, 2006, 2141, 2147, 2220, 2235, 2301, 2327, 2384, 2490, 2540, 2593, 2596, 2612, 2613, 2665, 2682, 2685, 2689, 2746, 2758, 2761, 2764, 2773, 2800, 2807, 2810, 2819, 2823, 2824, 2825, 2836, 2844, 2850, 2809, 2639, 2651, 1689, 2751, 2744, 2778, 2498, 2007]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793435072372454\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2093, 2369, 2228, 2720, 2689, 2286, 2593, 2848, 2682, 2694, 709, 803, 1207, 1279, 1351, 1740, 1905, 1966, 1979, 2082, 2135, 2141, 2147, 2220, 2235, 2327, 2329, 2334, 2384, 2468, 2490, 2491, 2566, 2572, 2596, 2639, 2674, 2702, 2741, 2746, 2751, 2758, 2810, 2819, 2824, 2825, 2834, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5670437311803536\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.56709257373394, 52), (0.5681072777846972, 60), (0.5701269173754943, 61), (0.5722051680305951, 62), (0.5755032614615158, 72), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.56709257373394, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2593, 2091, 2747, 1279, 1870, 1905, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5761638569987716\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.56709257373394, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 770, 803, 1740, 2566, 2674, 2789, 2823, 923, 951, 1279, 2006, 2235, 2298, 2331, 2459, 2473, 2506, 2526, 2528, 2539, 2548, 2570, 2597, 2647, 2655, 2709, 2711, 2715, 2725, 2734, 2764, 2807, 2837, 2849, 2129, 727, 1774, 2091, 2244, 2593, 2635, 2644, 2697, 2758, 2778, 2824, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5738218565543044\n", - "Coverage: 1.0\n", - "Birth Iteration: 3\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Iteration: 4\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5314436149350761, 22), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2720, 1740, 2611, 2828, 2456, 303, 839, 2157, 803, 2091, 2639, 2128, 2741, 2838, 2651, 2093, 2597, 2697, 2711, 2491]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5314436149350761\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 4\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5314436149350761, 22), (0.5346721077271361, 23), (0.535397419647894, 24), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5314436149350761, 22), (0.54065043628611, 23), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 1740, 2611, 2848, 2828, 2144, 2456, 303, 803, 2091, 2747, 2639, 2826, 2128, 2709, 2741, 2838, 2577, 2597, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.54065043628611\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5314436149350761, 22), (0.54065043628611, 23), (0.5459999169676589, 25), (0.5464565948436916, 29), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 727, 2172, 2235, 2244, 2331, 2548, 2635, 2644, 2685, 2697, 2711, 2807, 2835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5483468016674847\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 4\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 1740, 2611, 2286, 2848, 2301, 1033, 2456, 2823, 303, 839, 2157, 2850, 2091, 2738, 2826, 2577, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5277437915009072\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 4\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2091, 2093, 2597, 2649, 2778, 2697, 2577, 2581]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49468837229748047\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 770, 803, 1740, 2566, 2674, 2789, 2823, 923, 951, 1279, 2006, 2235, 2298, 2331, 2459, 2473, 2506, 2526, 2528, 2539, 2548, 2570, 2597, 2647, 2655, 2709, 2711, 2715, 2734, 2764, 2807, 2849, 2129, 727, 1774, 2091, 2244, 2593, 2635, 2644, 2697, 2758, 2778, 2824, 2527, 2175]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5698472937562122\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.5526657044683609, 34), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2228, 2720, 2091, 2093, 2778, 303, 803, 839, 1740, 2144, 2157, 2301, 2384, 2611, 2639, 2747, 2823, 2828, 2850, 2289, 2435, 2570, 2595, 2674, 2694, 2738, 2741, 2848, 2007, 2803]\n", - "Fitness: 1.0\n", - "Accuracy: 0.553369037240005\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5815023481057637, 179)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2586, 2007, 2334, 2220, 303, 2801, 2301, 2741, 2791, 2715, 2623, 2539, 2595, 2720, 2729, 2628, 2520, 1963, 2611, 2835, 2528, 2172, 1822, 1401, 2021, 2810, 2329, 631, 2536, 2331, 2822, 2740, 2430, 2224, 2697, 2157, 1952, 2789, 1740, 727, 2503, 2742, 2698, 2030, 2025, 2798, 2685, 2141, 2548, 2739, 2138, 2497, 1683, 2837, 1927, 2840, 2012, 2596, 2597, 2574, 2850, 957, 2689, 2599, 1207, 2764, 2636, 1689, 2735, 1870, 2508, 2639, 2746, 2847, 1919, 2155, 2753, 2236, 2824, 2614, 2694, 2606, 2550, 2093, 2846, 923, 2817, 2526, 2167, 2540, 2082, 2779, 2836, 2516, 2838, 388, 2674, 2135, 951, 2755, 762, 2737, 2825, 2807, 2845, 1351, 2244, 2482, 797, 2839, 2235, 2490, 1774, 2796, 2656, 39, 2771, 2773, 2428, 2613, 2655, 2819, 2849, 2468, 2473, 2649, 2787, 2530, 2683, 2193, 2826, 1789, 2551, 2665, 2713, 2706, 2006, 2751, 2833, 2147, 2734, 2809, 2384, 1033, 2841, 2289, 1512, 2131, 2365, 770, 2415, 2435, 2286, 2795, 2092, 803, 2823, 2267, 1942, 2615, 2651, 2432, 2327, 2577, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582082353429602\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 165\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2649, 2091, 2697, 2689, 2593, 2694, 2682, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5117954766911124\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.49662253741950135, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2689, 2593, 2649, 2091, 2747, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49662253741950135\n", - "Coverage: 1.0\n", - "Birth Iteration: 4\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 5\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.49662253741950135, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5698472937562122, 51), (0.5738218565543044, 52), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.49662253741950135, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 770, 803, 1740, 2674, 2789, 2823, 923, 951, 1279, 2006, 2235, 2298, 2331, 2459, 2473, 2506, 2526, 2528, 2539, 2548, 2570, 2597, 2647, 2655, 2709, 2711, 2715, 2734, 2764, 2807, 2849, 2129, 727, 1774, 2091, 2244, 2593, 2635, 2644, 2697, 2758, 2778, 2824, 2527, 2175, 2155]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5742138180468351\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.49662253741950135, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.49662253741950135, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2837, 2646, 2828, 2459, 835, 2776, 2540]\n", - "Fitness: 1.0\n", - "Accuracy: 0.44839295788062394\n", - "Coverage: 0.97890625\n", - "Birth Iteration: 5\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.49662253741950135, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2689, 2593, 2649, 2091, 2747, 2697, 2814]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4968056969954503\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.582082353429602, 165)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5805731185237827, 162), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2586, 2007, 2334, 2220, 303, 2801, 2301, 2741, 2791, 2715, 2623, 2595, 2720, 2729, 2628, 2520, 1963, 2611, 2835, 2528, 2172, 1822, 1401, 2021, 2810, 2329, 631, 2536, 2331, 2822, 2740, 2430, 2224, 2697, 2157, 1952, 2789, 1740, 727, 2503, 2742, 2698, 2030, 2025, 2798, 2685, 2141, 2548, 2739, 2138, 2497, 1683, 2837, 1927, 2840, 2012, 2596, 2597, 2574, 2850, 957, 2689, 2599, 1207, 2764, 2636, 1689, 2735, 1870, 2508, 2639, 2746, 2847, 1919, 2155, 2753, 2236, 2824, 2614, 2694, 2606, 2550, 2093, 2846, 923, 2817, 2526, 2167, 2540, 2082, 2779, 2836, 2838, 388, 2674, 2135, 951, 2755, 762, 2737, 2825, 2807, 2845, 1351, 2244, 2482, 797, 2839, 2235, 2490, 1774, 2796, 2656, 39, 2771, 2773, 2428, 2613, 2655, 2849, 2468, 2473, 2649, 2787, 2530, 2683, 2193, 2826, 1789, 2551, 2665, 2713, 2706, 2006, 2751, 2833, 2147, 2734, 2384, 1033, 2841, 2289, 1512, 2131, 2365, 770, 2415, 2435, 2286, 2795, 2092, 803, 2823, 2267, 1942, 2615, 2651, 2432, 2327, 2577, 2818, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5805731185237827\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 162\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5805731185237827, 162), (0.582082353429602, 165)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5805731185237827, 162), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2778, 2697, 727, 1279, 1351, 1740, 1774, 1966, 2006, 2101, 2131, 2135, 2172, 2235, 2244, 2286, 2331, 2548, 2577, 2593, 2613, 2644, 2674, 2685, 2758, 2773, 2807, 2823, 2824, 2835, 2836, 2844, 2849, 2473, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5636760371105722\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.5805731185237827, 162), (0.582082353429602, 165)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.581325293849013, 93), (0.582082353429602, 165)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2593, 2091, 2747, 1279, 1870, 1905, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2818, 2819, 388, 2694, 2823, 2824, 2577, 2834, 2327, 2840, 2844, 2848, 2082, 2596, 39, 2220, 2611, 2612, 2101, 1207, 2744, 2235, 2491, 2244, 709, 2758, 1351, 1740, 2764, 2384, 2131, 2644, 727, 2012, 2540, 1774, 2415, 2800, 2674, 2682]\n", - "Fitness: 1.0\n", - "Accuracy: 0.581325293849013\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 93\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5798697857521387, 90), (0.581325293849013, 93), (0.582082353429602, 165)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2689, 2593, 2091, 2747, 2848, 2682, 2694, 39, 388, 709, 727, 1207, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 1979, 2006, 2012, 2082, 2101, 2131, 2135, 2141, 2147, 2220, 2235, 2301, 2327, 2329, 2331, 2384, 2415, 2428, 2468, 2490, 2491, 2506, 2540, 2596, 2611, 2612, 2613, 2635, 2644, 2665, 2674, 2683, 2685, 2697, 2700, 2742, 2744, 2746, 2749, 2761, 2764, 2773, 2800, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2836, 2838, 2840, 2844, 2849, 2850, 2244, 2636, 762, 2550, 2517, 2528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5885600970989966\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5571665457813465, 35), (0.5575426334439617, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2091, 2093, 2597, 2778, 2697, 1279, 1870, 1966, 1979, 2006, 2141, 2147, 2329, 2331, 2428, 2548, 2613, 2635, 2646, 2665, 2683, 2685, 2742, 2747, 2773, 2807, 2825, 2836, 2838, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5600128455915933\n", - "Coverage: 1.0\n", - "Birth Iteration: 5\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.4968056969954503, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2577, 2228, 2720, 2649, 2091, 2747, 303, 839, 2286, 2611, 2738, 2826, 1952]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5086219317718369\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 5\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2689, 2286, 2593, 2091, 727, 2172, 2235, 2331, 2548, 2635, 2644, 2685, 2697, 2711, 2807, 2835, 2606]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5297097042827593\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 5\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5314436149350761, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 2235, 2331, 2635, 2644, 2685, 2711, 303, 839, 1033, 1740, 2456, 2649, 2823, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5328515015422036\n", - "Coverage: 0.996875\n", - "Birth Iteration: 5\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 6\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5793435072372454, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2581, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2572, 39, 2334, 2491, 2674, 2611, 2144, 2741, 803, 1351, 2839, 2656, 2628, 2702, 2789, 2631, 2135, 2286, 2706, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 1966, 1979, 2006, 2141, 2147, 2220, 2235, 2301, 2327, 2384, 2490, 2540, 2593, 2596, 2612, 2613, 2665, 2685, 2689, 2746, 2758, 2761, 2764, 2773, 2800, 2807, 2810, 2823, 2824, 2825, 2836, 2844, 2850, 2809, 2639, 2651, 1689, 2751, 2778, 2498, 2213, 2385, 2228, 2520]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5798697857521387\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 85\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2548, 2613, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2849, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.561291299431717\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49468837229748047, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49751879827781154, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2093, 2577, 2369, 2228, 2720, 2649, 2091, 2697, 2747, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49751879827781154\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 6\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49751879827781154, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5117954766911124, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49751879827781154, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2720, 2649, 2091, 2697, 2689, 2682, 839, 2286, 2456, 2611, 2823, 2826, 2848, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5174526654602556\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 6\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.49751879827781154, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2720, 2649, 2091, 2697, 303, 1740, 2157, 2286, 2823, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4999047570205066\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 6\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5107319300867688, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2093, 2577, 2369, 2228, 2720, 2649, 2091, 2697, 2286, 2593, 2694, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5126978428686209\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5277437915009072, 19), (0.5297097042827593, 21), (0.5328515015422036, 22), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2689, 2286, 2593, 2747, 727, 2172, 2235, 2331, 2548, 2685, 2697, 2649, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5365684198701277\n", - "Coverage: 1.0\n", - "Birth Iteration: 6\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49284090270807535, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49494601676764866, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2837, 2776, 2091, 2093, 2228, 2369, 2577, 2597, 2649, 2720, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49494601676764866\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 6\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 7\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.49494601676764866, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2720, 2649, 2091, 2697, 1740, 2826, 2597, 2711, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4988778423313528\n", - "Coverage: 0.996875\n", - "Birth Iteration: 7\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5761638569987716, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2593, 2091, 2747, 1279, 1870, 1905, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5784142776552643\n", - "Coverage: 1.0\n", - "Birth Iteration: 7\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2091, 2093, 2597, 2778, 2697, 2006, 2141, 2147, 2329, 2331, 2548, 2635, 2646, 2683, 2685, 2742, 2747, 2773, 2807, 2825, 2850, 727, 2235, 2244, 2286, 2644]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5513493976492079\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2369, 2228, 2720, 2689, 2286, 2091, 1279, 1870, 2147, 2490, 2613, 2683, 2685, 2697, 2742, 2807, 2810, 2825, 2850, 2636, 2093, 2577, 2649, 2157, 2823, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5508548667941457\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 7\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 8\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561291299431717, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2548, 2613, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2810, 2825, 2849, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2711, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.561656397519775\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5000769270218985, 13), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2649, 2697, 2689, 2682, 839, 2286, 2456, 2823, 2459, 2540, 2837]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5000769270218985\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 8\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.4999047570205066, 12), (0.5000769270218985, 13), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.500749733197551, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2646, 2828, 835, 2776, 2091, 2577, 2611, 2826, 2848, 2850, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.500749733197551\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 8\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.4988778423313528, 11), (0.500749733197551, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2649, 2091, 2697, 1740, 2826, 2597, 1952, 2286, 2611]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5006190793667075\n", - "Coverage: 0.984375\n", - "Birth Iteration: 8\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.553369037240005, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2674, 2826, 2286, 2848, 2289, 2301, 2456, 303, 839, 2384, 2091, 2093, 2101, 2694, 2711, 2747, 2586, 2331, 2172, 2235, 2244, 2635, 2685, 2689, 2697, 2807, 2835, 797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5546096381010992\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5086219317718369, 14), (0.5126978428686209, 15), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5135586928755809, 14), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2286, 2593, 2235, 2548, 2685, 2697, 2649, 303, 2157, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5135586928755809\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 8\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5135586928755809, 14), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.5521931527624128, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5135586928755809, 14), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2683, 2685, 2697, 2700, 2742, 2746, 2761, 2825, 2849, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2711, 2826, 631, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.552719431277306\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5135586928755809, 14), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5135586928755809, 14), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2369, 2228, 2720, 2674, 1740, 2611, 2286, 1927, 2848, 2828, 2289, 2570, 2301, 1033, 2144, 2456, 2823, 2741, 303, 2365, 839, 2157, 2850, 2384, 2091, 2093, 2101, 2639, 2694, 2711, 2734, 2738, 2747, 2735, 2586, 2331]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5616942504988045\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5135586928755809, 14), (0.5174526654602556, 16), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2720, 2649, 2697, 2689, 839, 2286, 2456, 2611, 2823, 2826, 2848, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5195907482434996\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 8\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2613, 2683, 2685, 2697, 2742, 2807, 2825, 2850, 2636, 2093, 2577, 2826, 1966, 2329, 2331, 2597, 2747, 2836, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5505117478552013\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 8\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2720, 2689, 2286, 2091, 2747, 2006, 2135, 2141, 2172, 2301, 2329, 2331, 2428, 2468, 2665, 2697, 2700, 2761, 2807, 2825, 2835, 2836, 2850, 762, 2646, 2823, 2157, 2577, 2649, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5527572842563355\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5616942504988045, 39), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2548, 2613, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2849, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2711, 2449, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5617101243287201\n", - "Coverage: 1.0\n", - "Birth Iteration: 8\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 9\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5546096381010992, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 2172, 2235, 2244, 2331, 2635, 2644, 2685, 2697, 2711, 2807, 2835, 1279, 1966, 2147, 2329, 2613, 2683, 2720, 2742, 2826, 2836, 2838, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5564998449248924\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5423049777888488, 22), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2828, 2540, 839, 1033, 2091, 2101, 2228, 2286, 2289, 2301, 2331, 2365, 2384, 2581, 2694, 2720, 2747, 2778, 2826, 2850, 2833]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5423049777888488\n", - "Coverage: 1.0\n", - "Birth Iteration: 9\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5423049777888488, 22), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2646, 835, 2776, 2091, 2577, 2826, 2850, 1279, 1870, 2093, 2157, 2228, 2286, 2369, 2613, 2649, 2685, 2720, 2807, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5426749601322656\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 9\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Iteration: 10\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5505117478552013, 26), (0.5508548667941457, 27), (0.5513493976492079, 28), (0.552719431277306, 30), (0.5527572842563355, 31), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2685, 2700, 2742, 2761, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2826, 2221, 835, 2369, 2613, 2776, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5545827746966268\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5564998449248924, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2091, 2093, 2597, 2778, 2697, 1279, 1966, 1979, 2006, 2141, 2147, 2329, 2331, 2428, 2548, 2613, 2635, 2646, 2665, 2683, 2685, 2742, 2747, 2773, 2807, 2825, 2836, 2838, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5591373428185573\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5626234800807856, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2490, 2548, 2613, 2685, 2697, 2700, 2749, 2761, 2807, 2810, 2825, 2849, 2636, 2093, 2577, 2597, 2649, 2711, 1979, 1351, 1774, 1966, 2006, 2101, 2473, 2635, 2773, 2835, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5633158232778726\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5636760371105722, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5639983979642423, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2369, 2711, 2228, 2720, 2091, 2778, 2697, 727, 1279, 1351, 1740, 1774, 1966, 2006, 2101, 2131, 2172, 2235, 2244, 2286, 2331, 2548, 2577, 2593, 2613, 2644, 2674, 2685, 2758, 2773, 2807, 2823, 2824, 2835, 2836, 2844, 2849, 2473, 2829, 1033]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5639983979642423\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5639983979642423, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5639983979642423, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 1905, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823, 2842, 2656, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5791554634059378\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5639983979642423, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5639983979642423, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2091, 2747, 2141, 2301, 2329, 2331, 2428, 2468, 2665, 2807, 2836, 2850, 762, 2646, 2577, 2138, 2848, 1942]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5414941913993148\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5633158232778726, 40), (0.5639983979642423, 41), (0.5662219552162626, 42), (0.5670437311803536, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2613, 2685, 2697, 2807, 2825, 2636, 2093, 2577, 1966, 2329, 2331, 2747, 2836, 2838, 1351, 1740, 1774, 2006, 2101, 2135, 2172, 2244, 2369, 2473, 2581, 2593, 2674, 2773, 2823, 2824, 2849, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.567081584159383\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.44839295788062394, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.45236629961487645, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 1952, 2646, 2689, 2776, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.45236629961487645\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 10\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45236629961487645, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5006190793667075, 11), (0.500749733197551, 12), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.45236629961487645, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5032785564094862, 11), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2837, 2459, 835, 2540, 1740, 2091, 2286, 2597, 2611, 2649, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5032785564094862\n", - "Coverage: 0.95390625\n", - "Birth Iteration: 10\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45236629961487645, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5032785564094862, 11), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.45236629961487645, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2689, 2286, 2747, 2331, 2548, 2682, 2694, 2459, 2828]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5036009172631564\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45236629961487645, 8), (0.4890165307622613, 9), (0.4917932299336474, 10), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2711, 2228, 2720, 2091, 2093, 2597, 2649, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4969546667838888\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 10\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5885600970989966, 88)]\n", - "[(0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2572, 39, 2334, 2491, 2674, 2611, 2144, 2741, 803, 1351, 2839, 2656, 2628, 2702, 2789, 2631, 2135, 2286, 2706, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 1966, 1979, 2006, 2141, 2147, 2220, 2235, 2301, 2327, 2384, 2490, 2540, 2593, 2612, 2613, 2665, 2685, 2689, 2746, 2758, 2761, 2764, 2773, 2800, 2807, 2810, 2823, 2824, 2825, 2836, 2844, 2850, 2809, 2639, 2651, 1689, 2751, 2778, 2498, 2213, 2385, 2228, 2520, 2131, 2784, 2749, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5842472996173186\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2459, 835, 2776, 2091, 2369, 2697, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4285079332517663\n", - "Coverage: 0.95234375\n", - "Birth Iteration: 10\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 2172, 2235, 2244, 2331, 2635, 2644, 2685, 2697, 2711, 2807, 2835, 1279, 1966, 2147, 2329, 2613, 2683, 2720, 2742, 2826, 2836, 2838, 2850, 2849, 2597, 2810, 2825, 2761, 2700, 2093, 2636, 1870, 2449, 2548, 2581, 2646, 2746, 2649, 2490, 1979, 2749]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5700512114174353\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2548, 2613, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2849, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2711, 2449, 1979, 1064]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5644709496701907\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 727, 2172, 2235, 2244, 2331, 2548, 2635, 2644, 2685, 2697, 2711, 2807, 2835, 2565, 2725]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5520527304208519\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 10\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5617101243287201, 37), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2548, 2613, 2683, 2685, 2697, 2700, 2742, 2746, 2749, 2761, 2810, 2825, 2849, 2850, 2636, 2093, 2646, 2597, 2649, 2711, 2639, 2661, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5637297639195172\n", - "Coverage: 1.0\n", - "Birth Iteration: 10\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Iteration: 11\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2689, 2593, 2091, 2747, 2848, 2682, 2694, 39, 388, 709, 727, 1207, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 1979, 2006, 2012, 2082, 2101, 2131, 2135, 2141, 2147, 2220, 2235, 2301, 2327, 2329, 2331, 2384, 2415, 2428, 2468, 2490, 2491, 2506, 2540, 2596, 2611, 2612, 2613, 2635, 2644, 2665, 2683, 2685, 2697, 2700, 2742, 2744, 2746, 2749, 2761, 2773, 2800, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2836, 2838, 2840, 2844, 2849, 2850, 2244, 2636, 762, 2550, 2517, 2528]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5827808019458873\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5036009172631564, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5058782013241216, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2646, 2689, 2776, 2828, 1279, 1870, 2157, 2286, 2613, 2685, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5058782013241216\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 11\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5058782013241216, 13), (0.5195907482434996, 14), (0.5218558216660684, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5058782013241216, 13), (0.5195907482434996, 14), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2646, 835, 2776, 2091, 2577, 2826, 2850, 2093, 2228, 2369, 2649, 2807, 2823, 1952, 2697, 1512]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5227642931627752\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5058782013241216, 13), (0.5195907482434996, 14), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2649, 2697, 2689, 2286, 2611, 2823, 2848, 835, 2091, 2459, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5208044857001213\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 11\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.45236629961487645, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.47293756212162286, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2776, 2369, 2697, 839, 2456, 2720, 2826, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47293756212162286\n", - "Coverage: 0.9640625\n", - "Birth Iteration: 11\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.47293756212162286, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.47293756212162286, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2091, 2093, 2597, 2778, 2697, 1279, 1966, 1979, 2006, 2141, 2147, 2329, 2331, 2428, 2548, 2613, 2635, 2646, 2665, 2683, 2742, 2747, 2773, 2807, 2825, 2836, 2838, 2850, 1870, 1905, 2135, 2172, 2286, 2301, 2490, 2506, 2581, 2636, 2689, 2700, 2746, 2823, 2835, 2741]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5674735456519138\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.47293756212162286, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 2697, 839, 2577, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4773993293917393\n", - "Coverage: 0.98359375\n", - "Birth Iteration: 11\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5700512114174353, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 770, 803, 1740, 2674, 2789, 2823, 923, 951, 1279, 2006, 2235, 2298, 2331, 2459, 2473, 2506, 2526, 2528, 2539, 2548, 2570, 2647, 2655, 2709, 2711, 2715, 2734, 2764, 2807, 2849, 2129, 727, 1774, 2091, 2244, 2593, 2635, 2644, 2697, 2758, 2778, 2824, 2527, 2175, 2155]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5722857582440125\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5600128455915933, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2091, 2093, 2597, 2778, 2697, 1279, 1870, 1979, 2006, 2141, 2147, 2329, 2331, 2428, 2548, 2613, 2635, 2646, 2665, 2683, 2685, 2742, 2747, 2773, 2807, 2825, 2836, 2838, 2850, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5609152117691016\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520527304208519, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2720, 2286, 2091, 2747, 1279, 1870, 2685, 2700, 2742, 2761, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2826, 2221, 835, 2369, 2613, 2776, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5520905833998813\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2720, 2689, 2286, 2747, 1870, 2685, 2742, 2761, 2850, 2093, 2646, 2577, 2597, 2649, 2826, 2369, 2613, 839, 2456, 2697, 2823, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.544367354614034\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 11\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2720, 2649, 2689, 2286, 2611, 2826, 2850, 835, 1279, 2091, 2221, 2636, 2700, 2737, 2776, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.529064982575419\n", - "Coverage: 0.996875\n", - "Birth Iteration: 11\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2776, 2697, 2286, 2577, 2826, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.41869180104474224\n", - "Coverage: 0.87890625\n", - "Birth Iteration: 11\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2649, 2697, 2689, 839, 2456, 2611, 2823, 2850, 835, 2091, 2459, 2778]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5218570427299081\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 11\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5742138180468351, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2850, 1279, 1870, 2093, 2157, 2228, 2286, 2369, 2613, 2685, 2720, 2807, 2823, 39, 709, 1207, 1689, 1740, 1979, 2135, 2144, 2147, 2213, 2289, 2384, 2490, 2503, 2520, 2548, 2593, 2611, 2628, 2631, 2639, 2651, 2656, 2665, 2674, 2694, 2702, 2741, 2751, 2758, 2778, 2789, 2800, 2825, 2839, 2816, 2529]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5744287252826152\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5842472996173186, 87), (0.5885600970989966, 88)]\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2572, 39, 2334, 2491, 2674, 2611, 2144, 2741, 803, 1351, 2839, 2656, 2628, 2702, 2789, 2631, 2135, 2286, 2706, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 1966, 1979, 2141, 2147, 2220, 2235, 2301, 2327, 2384, 2490, 2540, 2593, 2612, 2613, 2665, 2685, 2689, 2746, 2758, 2761, 2764, 2773, 2800, 2810, 2823, 2824, 2825, 2844, 2850, 2809, 2639, 2651, 1689, 2751, 2778, 2498, 2213, 2385, 2228, 2520, 2131, 2784, 2749, 2012, 1774, 2803, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5876149936871\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 87\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.41869180104474224, 6), (0.4285079332517663, 7), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2697, 2577, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4679837061241236\n", - "Coverage: 0.94375\n", - "Birth Iteration: 11\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.5798697857521387, 85), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 1905, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823, 2842, 2656, 1942, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582415703857829\n", - "Coverage: 1.0\n", - "Birth Iteration: 11\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Iteration: 12\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5784142776552643, 53), (0.5791554634059378, 55), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2593, 2091, 2747, 1279, 1870, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5792360536193553\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5644709496701907, 38), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2689, 2286, 2611, 2823, 2091, 2459, 2778, 1870, 1979, 2006, 2141, 2301, 2331, 2334, 2428, 2468, 2581, 2613, 2635, 2646, 2656, 2665, 2700, 2746, 2761, 2810, 2825, 2836, 2838, 2842, 2849, 2850, 2764, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5655723492535637\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5227642931627752, 17), (0.529064982575419, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2697, 1279, 1966, 1979, 2006, 2091, 2141, 2548, 2613, 2646, 2665, 2747, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5316487536601389\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 12\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5208044857001213, 13), (0.5218570427299081, 14), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 839, 2577, 2689, 835, 1279, 2091, 2636, 2700, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5299185061993411\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 12\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2720, 2286, 2091, 2747, 1279, 1870, 2685, 2700, 2742, 2850, 2636, 2093, 2646, 2577, 2597, 2649, 2826, 2221, 835, 2369, 2613, 2776, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5490452501837702\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 12\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5698741571606847, 49), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2369, 2228, 2720, 2747, 770, 803, 1740, 2674, 2789, 2823, 923, 951, 1279, 2006, 2235, 2298, 2331, 2459, 2473, 2506, 2526, 2528, 2539, 2548, 2570, 2647, 2655, 2709, 2711, 2715, 2734, 2764, 2849, 2129, 727, 1774, 2091, 2244, 2593, 2635, 2644, 2697, 2758, 2778, 2824, 2527, 2175, 2155]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5698741571606847\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5674735456519138, 47), (0.5698741571606847, 49), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5679302235279465, 47), (0.5698741571606847, 49), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2228, 2689, 2091, 2747, 2848, 2682, 39, 1207, 1279, 1905, 1979, 2082, 2147, 2220, 2235, 2331, 2384, 2415, 2506, 2612, 2644, 2665, 2683, 2697, 2700, 2749, 2761, 2773, 2807, 2810, 2818, 2819, 2823, 2834, 2844, 2850, 762, 2550, 2517, 835, 1512, 2646, 2776, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5679302235279465\n", - "Coverage: 1.0\n", - "Birth Iteration: 12\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 13\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5679302235279465, 47), (0.5698741571606847, 49), (0.5722857582440125, 50), (0.5744287252826152, 51), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2697, 2689, 2286, 2611, 2823, 2091, 2459, 2778, 1870, 1979, 2006, 2141, 2301, 2331, 2334, 2428, 2468, 2581, 2613, 2635, 2646, 2656, 2665, 2700, 2761, 2810, 2825, 2836, 2838, 2842, 2849, 2850, 2719, 762, 2147, 2172, 2329, 2369, 2651, 2683, 2747, 2749, 2807, 2796, 2155]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5756913052928233\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2613, 2685, 2697, 2807, 2825, 2636, 2093, 2577, 1966, 2329, 2331, 2747, 2836, 2838, 1351, 1740, 1774, 2006, 2101, 2135, 2172, 2244, 2369, 2473, 2581, 2593, 2674, 2773, 2823, 2824, 2849, 2818, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5723504746275145\n", - "Coverage: 1.0\n", - "Birth Iteration: 13\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2649, 2697, 2577, 2689]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4712708099804874\n", - "Coverage: 0.9734375\n", - "Birth Iteration: 13\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 14\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5827808019458873, 86), (0.5876149936871, 87), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2286, 2473, 2813, 2612, 2751]\n", - "Fitness: 1.0\n", - "Accuracy: 0.588544223269081\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2689, 2286, 2611, 2823, 2091, 2459, 2778, 1870, 1979, 2006, 2141, 2301, 2331, 2334, 2428, 2468, 2581, 2613, 2635, 2646, 2656, 2665, 2700, 2746, 2761, 2810, 2825, 2836, 2838, 2842, 2849, 2850, 2764, 2719, 2818]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5662598081952921\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2720, 2689, 2091, 2747, 1279, 1870, 2685, 2700, 2850, 2636, 2093, 2577, 2597, 2649, 2221, 835, 2369]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5345756436838031\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 14\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2689, 2091, 2850, 1942, 2141, 2428, 2468, 2747, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.509299622202848\n", - "Coverage: 0.99375\n", - "Birth Iteration: 14\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2093, 2369, 2459, 2848, 2694, 2289, 2566, 2572, 39, 2334, 2491, 2674, 2611, 2144, 2741, 803, 1351, 2839, 2656, 2628, 2702, 2789, 2631, 2135, 2286, 2706, 2503, 2548, 2157, 2082, 2834, 2456, 2720, 709, 1207, 1279, 1740, 1870, 1905, 1966, 1979, 2141, 2147, 2220, 2235, 2301, 2327, 2384, 2490, 2540, 2593, 2612, 2613, 2665, 2685, 2689, 2746, 2758, 2761, 2764, 2773, 2800, 2810, 2823, 2824, 2825, 2844, 2850, 2809, 2639, 2651, 1689, 2751, 2778, 2498, 2213, 2385, 2228, 2520, 2131, 2784, 2749, 2012, 1774, 2803, 2747, 2697, 2700, 2836, 2838, 2329, 2842, 2331, 2719, 2849, 2468, 2091, 2428, 2635, 2006, 2646, 2155, 2796, 2807, 762, 2683, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5916432832941372\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 108\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5520905833998813, 25), (0.5545827746966268, 26), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2093, 2597, 2697, 1279, 1966, 2141, 2147, 2548, 2613, 2635, 2646, 2683, 2685, 2742, 2747, 2825, 2836, 2850, 1870, 2286, 2577, 2826]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5560004298144715\n", - "Coverage: 1.0\n", - "Birth Iteration: 14\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 15\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2689, 2286, 2611, 2823, 2091, 2459, 2778, 1870, 1979, 2006, 2141, 2301, 2331, 2334, 2428, 2468, 2581, 2613, 2635, 2646, 2656, 2665, 2700, 2746, 2761, 2810, 2825, 2836, 2838, 2842, 2849, 2850, 2764, 2719, 2848, 762, 1942, 2807, 2329, 2138, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5728071525035472\n", - "Coverage: 1.0\n", - "Birth Iteration: 15\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5662598081952921, 38), (0.567081584159383, 39), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2091, 2093, 2597, 2778, 2697, 1870, 1979, 2006, 2141, 2147, 2329, 2331, 2428, 2613, 2635, 2646, 2665, 2683, 2685, 2747, 2807, 2825, 2836, 2838, 2850, 1811, 762, 2155, 2334, 2581, 2719, 2749, 2761, 2842, 2849, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5682415948070597\n", - "Coverage: 1.0\n", - "Birth Iteration: 15\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5560114193890285, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2577, 2689, 835, 1279, 2091, 2636, 2700, 2850, 762, 2334, 2506, 2613, 2651, 2665, 2683, 2697, 2746, 2749, 2773, 2778, 2810, 2825, 2835, 2836, 2838, 2849, 2729, 2548]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5560114193890285\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 15\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 16\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5490452501837702, 24), (0.5560004298144715, 25), (0.5560114193890285, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5560114193890285, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2646, 2091, 2826, 2850, 1279, 1870, 2093, 2157, 2228, 2286, 2369, 2613, 2649, 2685, 2720, 2823, 2581, 2597, 2639, 2661, 2683, 2697, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5507693923253696\n", - "Coverage: 1.0\n", - "Birth Iteration: 16\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 17\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5560114193890285, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2697, 2689, 2286, 2823, 2459, 1870, 2334, 2428, 2468, 2613, 2646, 2656, 2665, 2761, 2810, 2825, 2838, 2842, 2850, 2848, 762, 1942, 2138, 2747, 2456, 2720, 2742, 2826, 2167, 2612]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5565865404575082\n", - "Coverage: 1.0\n", - "Birth Iteration: 17\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5316487536601389, 16), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 2697, 839, 2577, 2689, 2850, 835, 2091, 2700, 2636, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5317501019588307\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 17\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4712708099804874, 6), (0.4773993293917393, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2697, 2776, 2093, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4825229132629512\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 17\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 839, 2577, 2689, 2091, 2141, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49248801525841374\n", - "Coverage: 0.984375\n", - "Birth Iteration: 17\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5032785564094862, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2689, 2091, 2850, 1942, 2428, 2468, 2747, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5046266108884705\n", - "Coverage: 0.99375\n", - "Birth Iteration: 17\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 18\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 40), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2613, 2685, 2697, 2807, 2825, 2636, 2093, 2577, 1966, 2329, 2331, 2747, 2838, 1351, 1740, 1774, 2006, 2101, 2135, 2172, 2244, 2369, 2473, 2581, 2593, 2674, 2773, 2823, 2824, 2849, 2818, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5723504746275145\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2613, 2685, 2697, 2807, 2825, 2636, 2577, 1966, 2329, 2331, 2747, 2838, 1351, 1740, 1774, 2006, 2101, 2135, 2172, 2369, 2473, 2581, 2593, 2773, 2823, 2824, 2849, 2818, 2813, 1905, 2141, 2384, 2468, 2506, 2550, 2596, 2611, 2665, 2700, 2742, 2744, 2751, 2761, 2764, 2810, 2819, 2834, 2840, 2848, 2551, 2768, 2683, 2757]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5872657694289573\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 60\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2593, 2091, 2747, 1279, 1870, 1966, 1979, 2006, 2135, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2490, 2506, 2548, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2773, 2807, 2810, 2825, 2835, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5808527421430647\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5565865404575082, 31), (0.5591373428185573, 32), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2646, 2091, 2826, 2850, 1279, 1870, 2093, 2228, 2369, 2613, 2685, 2720, 2823, 2581, 2597, 2639, 2683, 2697, 1811, 1979, 2329, 2331, 2428, 2635, 2665, 2742, 2747, 2807, 2838, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5593363762244218\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5885600970989966, 88), (0.5916432832941372, 108)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2286, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5971002175935762\n", - "Coverage: 1.0\n", - "Birth Iteration: 18\n", - "Rule Count: 79\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5728071525035472, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2697, 2689, 2286, 2823, 2459, 1870, 2428, 2468, 2613, 2646, 2656, 2665, 2761, 2810, 2825, 2838, 2850, 2848, 2138, 2747, 2720, 2742, 2612, 1740, 1905, 2012, 2147, 2172, 2329, 2384, 2491, 2550, 2596, 2611, 2685, 2700, 2744, 2746, 2773, 2807, 2819, 2824, 2813]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5730806708036309\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 18\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Iteration: 19\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.5637297639195172, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1279, 1870, 2147, 2490, 2548, 2613, 2683, 2685, 2700, 2742, 2746, 2749, 2761, 2810, 2825, 2849, 2850, 2636, 2093, 2646, 2597, 2649, 2711, 2639, 2661, 1683, 2775]\n", - "Fitness: 1.0\n", - "Accuracy: 0.565104681802974\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.49248801525841374, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2228, 2720, 2597, 2649, 2697, 2577, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4962134810332154\n", - "Coverage: 0.9921875\n", - "Birth Iteration: 19\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825229132629512, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2697, 2091, 2093, 2369]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4825497766674237\n", - "Coverage: 0.95625\n", - "Birth Iteration: 19\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5593363762244218, 31), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2093, 2597, 2697, 1870, 1979, 2006, 2141, 2147, 2329, 2613, 2635, 2646, 2683, 2685, 2747, 2825, 2836, 2850, 2155, 2334, 2581, 2719, 2761, 2849, 1279, 2577, 2742, 2755]\n", - "Fitness: 1.0\n", - "Accuracy: 0.559647747503535\n", - "Coverage: 1.0\n", - "Birth Iteration: 19\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2613, 839, 2456, 2697, 2823, 2848, 2091, 2428, 2224]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5328197538823725\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 19\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2697, 2689, 2286, 2823, 2459, 1870, 2428, 2468, 2613, 2646, 2656, 2665, 2761, 2810, 2825, 2838, 2850, 2848, 2720, 2742, 1740, 2147, 2329, 2384, 2491, 2611, 2685, 2700, 2744, 2746, 2773, 2819, 2813, 1979, 2006, 2091, 2141, 2331, 2334, 2581, 2719, 2764, 2778, 2836, 2497, 2846]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5765668080658592\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 19\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Iteration: 20\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5792360536193553, 52), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2006, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823, 2155, 2651, 2656, 2796, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5800041027745013\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.561656397519775, 35), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2093, 2697, 1870, 2147, 2329, 2428, 2613, 2646, 2665, 2683, 2685, 2747, 2807, 2825, 2836, 2838, 1811, 762, 2761, 1740, 2012, 2138, 2172, 2286, 2384, 2459, 2468, 2577, 2596, 2656, 2810, 2813, 2823]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5623169930570311\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5345756436838031, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2689, 2286, 2593, 2747, 727, 2172, 2235, 2331, 2685, 2697, 2649, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5357466439060368\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2593, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2286, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2837, 2092]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5924650592582281\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5046266108884705, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2697, 2577, 2776, 835, 2091, 2636, 2689, 2700, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5052603430212539\n", - "Coverage: 0.9890625\n", - "Birth Iteration: 20\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.565104681802974, 36), (0.5655723492535637, 37), (0.5682415948070597, 38), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2697, 2689, 2286, 2823, 2459, 1870, 2468, 2613, 2646, 2656, 2761, 2838, 2850, 2848, 2747, 2720, 2742, 1905, 2147, 2172, 2329, 2384, 2596, 2611, 2685, 2700, 2746, 2773, 2807, 2819, 839, 2093, 2369, 2456, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5711526110008083\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 20\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2689, 2091, 1870, 1979, 2006, 2141, 2334, 2428, 2581, 2613, 2635, 2646, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5562910430083106\n", - "Coverage: 1.0\n", - "Birth Iteration: 20\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 21\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5730806708036309, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2697, 2689, 2286, 2823, 2459, 1870, 2428, 2468, 2613, 2646, 2656, 2665, 2761, 2810, 2825, 2838, 2850, 2848, 2747, 2720, 2742, 1740, 1905, 2147, 2172, 2329, 2491, 2685, 2700, 2746, 2807, 2091, 2093, 2141, 2155, 2228, 2301, 2331, 2506, 2581, 2635, 2636, 2651, 2749]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5743591246437546\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5765668080658592, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2697, 2689, 2286, 2823, 2459, 1870, 2428, 2468, 2613, 2646, 2656, 2665, 2761, 2810, 2825, 2838, 2850, 2848, 2720, 2742, 2147, 2329, 2384, 2491, 2611, 2685, 2700, 2744, 2746, 2773, 2819, 2813, 2006, 2091, 2141, 2331, 2334, 2581, 2719, 2764, 2778, 2836, 2497, 2846, 2636, 2801]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5771736767941701\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544367354614034, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544421081422979, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2720, 2689, 2286, 2747, 1870, 2685, 2742, 2761, 2850, 2093, 2646, 2577, 2597, 2649, 2826, 2369, 839, 2456, 2697, 2823, 2848, 2240]\n", - "Fitness: 1.0\n", - "Accuracy: 0.544421081422979\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544421081422979, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544421081422979, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2697, 2689, 2611, 2459, 1870, 1979, 2006, 2141, 2334, 2428, 2581, 2613, 2635, 2646, 2656, 2761, 2825, 2836, 2849, 2850, 2719, 762, 2147, 2172, 2329, 2369, 2683, 2747, 2155, 1279, 2093, 2685, 2482, 2157]\n", - "Fitness: 1.0\n", - "Accuracy: 0.56429389541344\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544421081422979, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5808527421430647, 53), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544421081422979, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2228, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2006, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2646, 2823, 2155, 2651, 2656, 2796, 2193, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5814058840624305\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5365684198701277, 19), (0.5414941913993148, 20), (0.5426749601322656, 21), (0.544421081422979, 22), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 727, 2172, 2235, 2331, 2548, 2685, 2697, 2682, 2694]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5449363703633153\n", - "Coverage: 1.0\n", - "Birth Iteration: 21\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5756913052928233, 46), (0.5771736767941701, 47), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685, 1279, 1774, 1905, 1966, 2101, 2147, 2286, 2331, 2468, 2473, 2506, 2593, 2611, 2665, 2683, 2742, 2744, 2757, 2778, 2807, 2818, 2823, 2824]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5784142776552643\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 21\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5357466439060368, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2613, 839, 2456, 2697, 2823, 2848, 2091, 2428, 2224, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5374011854087756\n", - "Coverage: 0.99140625\n", - "Birth Iteration: 21\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 22\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2689, 1870, 1979, 2006, 2141, 2334, 2428, 2581, 2613, 2635, 2646, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2719, 2329, 2369, 2685, 2147, 2683, 2738]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581495021722725\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5623169930570311, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2093, 2697, 1870, 2147, 2329, 2428, 2613, 2646, 2665, 2685, 2747, 2807, 2825, 2836, 2838, 1811, 762, 2761, 1740, 2012, 2138, 2172, 2286, 2384, 2459, 2468, 2577, 2596, 2656, 2810, 2813, 2823, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5629348513598988\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 22\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.56429389541344, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2091, 2747, 1870, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2749, 2761, 2807, 2825, 2838, 2850, 2636, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2577, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5708949665306402\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2093, 2697, 1870, 2147, 2329, 2428, 2613, 2646, 2665, 2683, 2747, 2807, 2825, 2836, 2838, 762, 1740, 2172, 2286, 2468, 2596, 2656, 2810, 2813, 2823, 1979, 2006, 2112, 2141, 2155, 2193, 2228, 2334, 2369, 2581, 2651, 2700, 2742, 2746, 2778, 2796, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5742089337914764\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5924650592582281, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2593, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2286, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2837, 2092, 2804, 2527]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5929913377731215\n", - "Coverage: 1.0\n", - "Birth Iteration: 22\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 23\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5609152117691016, 33), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2228, 2720, 2091, 2093, 2597, 2778, 2697, 1279, 1870, 1979, 2141, 2147, 2329, 2331, 2428, 2548, 2613, 2635, 2646, 2665, 2683, 2685, 2742, 2747, 2773, 2807, 2825, 2836, 2838, 2850, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618444413510827\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5328197538823725, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 2697, 839, 2577, 2689, 2850, 835, 2091, 2700, 2636, 1279, 2193, 2762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5356819275225347\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 23\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2093, 1870, 2147, 2329, 2428, 2613, 2646, 2665, 2683, 2747, 2807, 2825, 2836, 2838, 762, 1740, 2172, 2286, 2468, 2596, 2656, 2810, 2813, 1979, 2006, 2112, 2141, 2155, 2193, 2228, 2334, 2369, 2581, 2651, 2700, 2742, 2746, 2778, 2796, 2849, 2819]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5731453871871329\n", - "Coverage: 1.0\n", - "Birth Iteration: 23\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Iteration: 24\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5742089337914764, 43), (0.5743591246437546, 44), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2141, 2147, 2301, 2329, 2331, 2468, 2506, 2613, 2665, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2838, 2849, 2850, 2636, 2093, 2646, 2823, 2656, 2796, 2193, 2112, 1905, 2596, 2819, 2848, 2235, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5769319061539175\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 43\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5618444413510827, 32), (0.5629348513598988, 34), (0.5708949665306402, 35), (0.5711526110008083, 36), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2742, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5717167424947311\n", - "Coverage: 1.0\n", - "Birth Iteration: 24\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Iteration: 25\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2141, 2147, 2301, 2329, 2331, 2468, 2506, 2613, 2665, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2838, 2849, 2850, 2636, 2093, 2646, 2823, 2656, 2796, 2193, 2112, 1905, 2596, 2819, 2848, 2235, 2790, 2755, 1279, 2597, 2635, 2155, 2577, 2836, 2581, 2228, 2006, 2683, 2685, 2334, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.58470886174871\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5723504746275145, 39), (0.5731453871871329, 42), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685, 1774, 1905, 2101, 2147, 2286, 2468, 2473, 2611, 2665, 2807, 2818, 2823, 1979, 2428, 2646]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5768513159405\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5052603430212539, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2091, 2689, 2700, 2850, 1942, 2141, 2428, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5090309881581229\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 25\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.509299622202848, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2689, 2091, 2850, 2468, 2848, 835, 2636, 2697, 2776, 1979]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5123828083979887\n", - "Coverage: 0.9703125\n", - "Birth Iteration: 25\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2329, 2369, 2685, 1279, 1774, 2101, 2147, 2286, 2331, 2473, 2506, 2665, 2683, 2742, 2744, 2757, 2807, 2823, 1979, 2155, 2193, 2428, 2636, 2720, 2747, 2810, 2838, 2740, 2430, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5791017365969928\n", - "Coverage: 1.0\n", - "Birth Iteration: 25\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5483468016674847, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2286, 2593, 2091, 2747, 727, 2172, 2235, 2244, 2331, 2548, 2635, 2644, 2685, 2697, 2711, 2807, 2835, 2791]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5507584027508126\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 25\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.4825497766674237, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.484827060728389, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2697, 2577, 2776, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.484827060728389\n", - "Coverage: 0.96171875\n", - "Birth Iteration: 25\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.484827060728389, 6), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.484827060728389, 6), (0.4908640003516664, 7), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 2649, 2697, 2577, 2776]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4908640003516664\n", - "Coverage: 0.9828125\n", - "Birth Iteration: 25\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 26\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.484827060728389, 6), (0.4908640003516664, 7), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4679837061241236, 5), (0.484827060728389, 6), (0.4908640003516664, 7), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2685, 2697, 2807, 2825, 2636, 2577, 1966, 2329, 2331, 2747, 2838, 1351, 1740, 1774, 2101, 2135, 2172, 2369, 2473, 2581, 2593, 2773, 2823, 2824, 2849, 2818, 2813, 1905, 2141, 2384, 2468, 2506, 2550, 2596, 2611, 2665, 2700, 2742, 2744, 2751, 2761, 2764, 2810, 2819, 2834, 2840, 2848, 2551, 2768, 2683, 2757, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5858371247365555\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 59\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4679837061241236, 5), (0.484827060728389, 6), (0.4908640003516664, 7), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2228, 2720, 2597, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4946236559139785\n", - "Coverage: 0.9875\n", - "Birth Iteration: 26\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.588544223269081, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.588544223269081, 65), (0.588694414121359, 67), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2720, 2286, 1279, 1870, 2147, 2613, 2685, 2697, 2807, 2825, 2636, 2577, 1966, 2329, 2331, 2747, 2838, 1351, 1740, 1774, 2006, 2101, 2135, 2172, 2369, 2473, 2581, 2593, 2773, 2823, 2824, 2849, 2818, 2813, 1905, 2141, 2384, 2468, 2506, 2550, 2596, 2611, 2665, 2700, 2742, 2744, 2751, 2761, 2764, 2810, 2819, 2834, 2840, 2848, 2551, 2768, 2683, 2757, 2850, 2091, 2635, 2836, 2746, 2334, 2719]\n", - "Fitness: 1.0\n", - "Accuracy: 0.588694414121359\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.588544223269081, 65), (0.588694414121359, 67), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2764, 2773, 2807, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2636, 2550, 2172, 2286, 2473, 2813, 2612, 2751, 762, 2738, 2639, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.590391692858486\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5929913377731215, 78), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2286, 2473, 2813, 2612, 2751, 2656, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2837, 2092, 2804, 2527, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5935982065014322\n", - "Coverage: 1.0\n", - "Birth Iteration: 26\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 16), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 2697, 839, 2577, 2689, 2850, 835, 2091, 2700, 2636, 1279, 2193]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5356819275225347\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 26\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Iteration: 27\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2091, 2689, 2850, 1942, 2141, 2428, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4994273210591996\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 27\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2689, 2286, 2593, 2091, 2747, 727, 2172, 2235, 2331, 2548, 2685, 2697, 2682, 2694, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5456775561139888\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5769319061539175, 43), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685, 1774, 1905, 2101, 2147, 2286, 2468, 2473, 2611, 2665, 2807, 2818, 2823, 1979, 2428, 2646, 2738, 2599, 1880]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5775656382867009\n", - "Coverage: 1.0\n", - "Birth Iteration: 27\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Iteration: 28\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685, 1279, 1774, 1905, 1966, 2101, 2147, 2286, 2331, 2468, 2473, 2593, 2611, 2665, 2683, 2742, 2744, 2807, 2818, 2823, 2824, 2428, 2738, 2838, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5787525123388501\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 28\n", - "Rule Count: 47\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5791017365969928, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2369, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2006, 2141, 2147, 2172, 2301, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2836, 2838, 2849, 2850, 2636, 762, 2093, 2334, 2823, 2651, 2796, 1279, 1942, 2714, 2817]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5793435072372454\n", - "Coverage: 1.0\n", - "Birth Iteration: 28\n", - "Rule Count: 48\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5123828083979887, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5132253424473538, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2091, 2689, 2700, 2850, 1942, 839, 1279, 2093, 2614]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5132253424473538\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 28\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 5), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5132253424473538, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5132253424473538, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2228, 2720, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4946236559139785\n", - "Coverage: 0.9875\n", - "Birth Iteration: 28\n", - "Rule Count: 4\n", - "Deletion Prob: None\n", - "Iteration: 29\n", - "Front Update\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5132253424473538, 12), (0.5299185061993411, 13), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 839, 2577, 2689, 835, 1279, 2636, 2700, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5302140036485388\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 29\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.590391692858486, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2764, 2773, 2807, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2636, 2550, 2172, 2473, 2813, 2612, 2751, 762, 2738, 2639, 2430, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5911866054181045\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 65\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2742, 2773, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5760026765719366\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5775656382867009, 41), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2689, 2091, 1870, 1979, 2006, 2141, 2334, 2428, 2581, 2613, 2635, 2646, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685, 2818, 2147, 2468, 2823, 2473, 2665, 1774, 2286, 1905, 2611, 2101, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5777536821180085\n", - "Coverage: 1.0\n", - "Birth Iteration: 29\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Iteration: 30\n", - "Front Update\n", - "[(0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2700, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.33631639229362187\n", - "Coverage: 0.96484375\n", - "Birth Iteration: 30\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5507693923253696, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2577, 2369, 2228, 2286, 2593, 2747, 2172, 2235, 2331, 2685, 2697, 1279, 1979, 2093, 2147, 2155, 2597, 2613, 2742, 2761, 2836, 2850, 2599]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5511076270089552\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.559647747503535, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2742, 2773, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5662060813863471\n", - "Coverage: 1.0\n", - "Birth Iteration: 30\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4969546667838888, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2689, 2850, 1942, 2141, 2428, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4986702614786106\n", - "Coverage: 0.99296875\n", - "Birth Iteration: 30\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5507584027508126, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5510270367955377, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2613, 2697, 2823, 2848, 2428, 1919, 1966, 2141, 2147, 2228, 2548, 2597, 2635, 2742, 2825, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5510270367955377\n", - "Coverage: 0.996875\n", - "Birth Iteration: 30\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4962134810332154, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5510270367955377, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5510270367955377, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2228, 2720, 2597, 2649, 2697, 2093, 2369]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4969546667838888\n", - "Coverage: 0.9953125\n", - "Birth Iteration: 30\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Iteration: 31\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5510270367955377, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5800041027745013, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5510270367955377, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2286, 2091, 1870, 1979, 2141, 2147, 2301, 2329, 2331, 2468, 2506, 2613, 2665, 2697, 2700, 2742, 2746, 2761, 2807, 2810, 2825, 2849, 2850, 2636, 2646, 2823, 2656, 1905, 2819, 2790, 1279, 2635, 2577, 2836, 2581, 2228, 2006, 2683, 2685, 2719, 1774, 2473, 2593, 2611, 2744, 2757, 2824, 797]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5810676493788448\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5456775561139888, 20), (0.5510270367955377, 23), (0.5511076270089552, 24), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5511882172223728\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 31\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.33631639229362187, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2700, 2850, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.3817240932990459\n", - "Coverage: 0.78828125\n", - "Birth Iteration: 31\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5356819275225347, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 2697, 839, 2577, 2689, 2850, 835, 2091, 2700, 2636, 1279, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5367344845523213\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 31\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.4994273210591996, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2228, 2091, 727, 2172, 2548, 2685, 2597, 2006]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5044825253553906\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2577, 2689, 2850, 2428, 2747, 1979, 2093, 2155, 2172, 2235, 2331, 2369, 2581, 2697, 2761, 2360]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5368150747657389\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 31\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5562910430083106, 27), (0.5581495021722725, 28), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5600238351661502\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 31\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.585691818139636, 58), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2141, 2147, 2301, 2329, 2331, 2468, 2506, 2613, 2665, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2838, 2849, 2850, 2636, 2093, 2646, 2823, 2656, 2796, 2193, 2112, 1905, 2596, 2819, 2848, 2235, 2790, 2755, 1279, 2597, 2635, 2155, 2577, 2836, 2581, 2228, 2006, 2683, 2685, 2334, 2719, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.585691818139636\n", - "Coverage: 1.0\n", - "Birth Iteration: 31\n", - "Rule Count: 58\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5784142776552643, 46), (0.5787525123388501, 47), (0.5793435072372454, 48), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.585691818139636, 58), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.585691818139636, 58), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2719, 2329, 2369, 2685, 1279, 1774, 1905, 1966, 2101, 2147, 2286, 2331, 2468, 2473, 2506, 2611, 2665, 2683, 2742, 2744, 2757, 2778, 2807, 2818, 2823, 2824, 2497]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5800041027745013\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 31\n", - "Rule Count: 46\n", - "Deletion Prob: None\n", - "Iteration: 32\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.58470886174871, 57), (0.585691818139636, 58), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2369, 2720, 2689, 2286, 2091, 2747, 1870, 1979, 2141, 2147, 2301, 2329, 2331, 2468, 2506, 2613, 2665, 2697, 2700, 2742, 2746, 2749, 2761, 2807, 2810, 2825, 2838, 2849, 2850, 2636, 2093, 2646, 2823, 2656, 2193, 2112, 1905, 2596, 2819, 2848, 2235, 2790, 2755, 1279, 2597, 2635, 2155, 2577, 2836, 2581, 2228, 2006, 2683, 2685, 2334, 2719, 1683]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5857724083530536\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 57\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.4969546667838888, 8), (0.4986702614786106, 9), (0.5044825253553906, 10), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2577, 2689, 2850, 1942, 2428, 2747, 2138]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5073495832509115\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 32\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5317501019588307, 14), (0.5367344845523213, 15), (0.5368150747657389, 17), (0.5374011854087756, 18), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2697, 839, 2577, 2689, 2850, 835, 2091, 2700, 2636, 1279, 709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5432281020516314\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 32\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2155]\n", - "Fitness: 1.0\n", - "Accuracy: 0.563579573067239\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2649, 2577, 2689, 2850, 2428, 2747, 835, 839, 1279, 2093, 2700, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5302945938619563\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 32\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.582415703857829, 56), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5833449334398101, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2747, 2848, 1279, 1740, 1870, 1966, 2012, 2082, 2141, 2147, 2235, 2329, 2331, 2384, 2506, 2596, 2613, 2665, 2685, 2697, 2744, 2746, 2761, 2773, 2807, 2818, 2823, 2824, 2825, 2838, 2840, 2844, 2550, 2286, 2473, 2612, 2850, 762, 2138, 2826, 1942, 2646, 2842, 2459, 2428, 2837, 2091, 2112, 2172, 2468, 2683, 2597, 2574]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833449334398101\n", - "Coverage: 1.0\n", - "Birth Iteration: 32\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5833449334398101, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5833449334398101, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5565755508829513\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 32\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 33\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5833449334398101, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5833449334398101, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2228, 2286, 1279, 1870, 2147, 2613, 2685, 2697, 2807, 2825, 2636, 2577, 1966, 2329, 2331, 2747, 2838, 1351, 1740, 1774, 2006, 2101, 2135, 2172, 2369, 2473, 2773, 2823, 2824, 2849, 2818, 2813, 1905, 2141, 2384, 2468, 2506, 2550, 2596, 2611, 2665, 2700, 2742, 2744, 2751, 2761, 2764, 2810, 2819, 2834, 2840, 2848, 2551, 2768, 39, 762, 1942, 2012, 2082, 2428, 2459, 2612, 2656, 2674, 2746, 2804, 2837, 2842, 2844, 2784, 2639, 2798]\n", - "Fitness: 1.0\n", - "Accuracy: 0.591213468822577\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5833449334398101, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2700, 2850, 2221, 2689, 2823, 2697, 2825, 2193, 2836, 2581, 2838, 2329, 2331, 2334, 2720, 2849, 2468, 2091, 2093, 2172, 2228, 2613, 2742, 2746, 1979, 2747, 2749, 2112, 2369, 2761, 2506, 2635, 2636, 1870, 2006, 2646, 2778, 2651, 2141, 2656, 2147, 762, 2665, 2155, 2796, 2286, 2807, 2810, 2683, 2428, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5836831681233958\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5662060813863471, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2155, 2129]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5703308350367173\n", - "Coverage: 1.0\n", - "Birth Iteration: 33\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 34\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5302945938619563, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2649, 839, 2577, 2689, 835, 1279, 2636, 2700, 2850, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5328405119676467\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5810676493788448, 49), (0.5814058840624305, 50), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 2818, 2700, 2577, 2836, 2581, 2334, 2719, 2849, 2468, 2473, 2611, 2101, 2746, 1979, 2369, 2761, 2764, 2006, 2646, 2141, 1774, 2286, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5818088351295182\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5768513159405, 38), (0.5777536821180085, 39), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2091, 1870, 2006, 2141, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2329, 2369, 2685, 1774, 2147, 2286, 2468, 2473, 2665, 2807, 2818, 2823, 1979, 2428, 2646, 762, 1811, 2012, 2093, 2112, 2384, 2506, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5784411410597369\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 34\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1811]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5601581521885126\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5560004298144715, 25), (0.5565755508829513, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5567098679053138\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 34\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2141, 2334, 2581, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2719, 2329, 2369, 2685, 1774, 1905, 2147, 2286, 2468, 2665, 2807, 2818, 2823, 1979, 2428, 2646, 2093, 2331, 2506, 2636, 2651, 2683, 2720, 2742, 2747, 2778, 2796]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5790480097880477\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2468, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2742, 2773, 2112, 2689, 2818, 2700, 2577, 2836, 2581, 2334, 2719, 2849, 2473, 2611, 2101, 2746, 1979, 2369, 2761, 2764, 2006, 2141, 1774, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5855684906918304\n", - "Coverage: 1.0\n", - "Birth Iteration: 34\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Iteration: 35\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 2286, 762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5572739993992366\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 35\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2286, 2473, 2813, 2612, 2751, 2656, 2850, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2837, 2092, 2804, 2527, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5912403322270494\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 75\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5790480097880477, 45), (0.5800041027745013, 46), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2112, 2818, 2836, 2581, 2334, 2719, 2746, 2369, 2761, 2764, 2141, 2129, 2155, 2842, 2709]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5807452885251747\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2764, 2773, 2807, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2636, 2550, 2172, 2473, 2813, 2612, 2751, 762, 2738, 2639, 2430, 2809]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5881144087975207\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 64\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5760026765719366, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780650533971217\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.563579573067239, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5653037152088385\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2577, 2228, 2697, 2091, 1870, 2006, 2613, 2635, 2700, 2825, 2836, 2849, 2850, 2719, 2329, 2685, 1774, 2147, 2286, 2468, 2665, 2807, 2823, 1979, 2428, 2646, 2093, 2331, 2506, 2636, 2651, 2683, 2720, 2742, 2747, 2796, 2012, 2384, 2773, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5804766544804496\n", - "Coverage: 1.0\n", - "Birth Iteration: 35\n", - "Rule Count: 40\n", - "Deletion Prob: None\n", - "Iteration: 36\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5519025395685737\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 36\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5927764305373413, 76), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2286, 2473, 2813, 2612, 2751, 2656, 2850, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2092, 2804, 2527, 2301, 762, 2744, 2847, 2503]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5927764305373413\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5912403322270494, 75), (0.5927764305373413, 76), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2506, 2596, 2611, 2665, 2674, 2685, 2697, 2700, 2742, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2286, 2473, 2612, 2751, 2656, 2850, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2837, 2092, 2804, 2527, 2301, 2213]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5928570207507589\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 74\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5855684906918304, 54), (0.5857724083530536, 57), (0.5858371247365555, 59), (0.5872657694289573, 60), (0.5881144087975207, 64), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2778, 2784, 2798, 2804, 2813, 2819, 2824, 2834, 2837, 2840, 2842, 1963, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5889093213571392\n", - "Coverage: 1.0\n", - "Birth Iteration: 36\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5090309881581229, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2649, 839, 2577, 2689, 2636, 2700, 2850, 2141, 2804]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5154061624649859\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 36\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 37\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5703308350367173, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2329, 2331, 2428, 2506, 2613, 2635, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2468, 2742]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5704382886546074\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5449363703633153, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5455701024960986\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 37\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2784, 2798, 2804, 2813, 2819, 2824, 2834, 2837, 2840, 2842, 1963, 2221]\n", - "Fitness: 1.0\n", - "Accuracy: 0.588533233694524\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 53\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601581521885126, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2228, 2773, 2800]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5601850155929853\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5653037152088385, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5699120101397142\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5717167424947311, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2112, 2468, 2742, 2147, 2286]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5735642120841362\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5911866054181045, 65), (0.591213468822577, 73), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2778, 2784, 2798, 2804, 2813, 2819, 2824, 2834, 2837, 2840, 2842, 1963, 2221, 2761]\n", - "Fitness: 1.0\n", - "Accuracy: 0.591213468822577\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5971002175935762, 79)]\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2550, 2172, 2286, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2301, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5940817477819376\n", - "Coverage: 1.0\n", - "Birth Iteration: 37\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.3817240932990459, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2228, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4869431643625192\n", - "Coverage: 0.96484375\n", - "Birth Iteration: 37\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Iteration: 38\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5818088351295182, 49), (0.5836831681233958, 51), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2850, 2221, 2823, 2697, 2825, 2193, 2581, 2838, 2329, 2331, 2334, 2720, 2849, 2468, 2091, 2093, 2172, 2228, 2613, 2742, 1979, 2747, 2749, 2761, 2506, 2636, 1870, 2006, 2646, 2651, 2656, 2147, 762, 2665, 2155, 2796, 2807, 2810, 2683, 2428, 2301, 1811, 2138, 2384, 2685]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5837100315278683\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 45\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.5600238351661502, 27), (0.5601850155929853, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 2286, 762, 2101]\n", - "Fitness: 1.0\n", - "Accuracy: 0.560576977085516\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 38\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 2818, 2700, 2577, 2836, 2334, 2719, 2849, 2468, 2473, 2611, 2101, 2746, 1979, 2369, 2761, 2764, 2006, 2646, 2141, 1774, 2286, 1905, 2536, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.584655134939765\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5889093213571392, 54), (0.591213468822577, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5918740643598328, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2778, 2784, 2798, 2804, 2813, 2819, 2824, 2834, 2837, 2840, 2842, 1963, 2221, 2764]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5918740643598328\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 55\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5889093213571392, 54), (0.5918740643598328, 55), (0.5928570207507589, 74), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2778, 2784, 2798, 2804, 2813, 2824, 2834, 2837, 2840, 2842, 1963, 2221, 2761, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5933832992656523\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 54\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5668935403280755\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5154061624649859, 11), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5299453696038137\n", - "Coverage: 0.990625\n", - "Birth Iteration: 38\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5935982065014322, 77), (0.5940817477819376, 78), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2577, 2369, 2228, 2747, 2848, 39, 1279, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2844, 2849, 2636, 2550, 2286, 2473, 2813, 2612, 2751, 2656, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 2837, 2092, 2804, 2527, 2301, 303]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5943125288476332\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 76\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2540, 2651]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5783874142507919\n", - "Coverage: 1.0\n", - "Birth Iteration: 38\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Iteration: 39\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 1279, 2649, 2689, 2700, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5084290036851706\n", - "Coverage: 0.98828125\n", - "Birth Iteration: 39\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5572739993992366, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2720, 835, 2597, 2822, 839, 2700, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581006596186862\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 39\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Iteration: 40\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 2773, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 2834, 2837, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2849]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5852729932426327\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 52\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5807452885251747, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2823, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2082, 2147, 2286, 2473, 2596, 2656, 2674, 2700, 2746, 2768, 2787, 2824, 2840, 2842]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5833608072697256\n", - "Coverage: 1.0\n", - "Birth Iteration: 40\n", - "Rule Count: 44\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5302140036485388, 12), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700, 2822, 2761]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5322495170692514\n", - "Coverage: 0.990625\n", - "Birth Iteration: 40\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Iteration: 41\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2112, 2468, 2742, 2147, 2286, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5713675182365885\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.584655134939765, 50), (0.5852729932426327, 52), (0.588533233694524, 53), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 2834, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2849, 2222]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5900424686003434\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.560576977085516, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5636332998761842\n", - "Coverage: 1.0\n", - "Birth Iteration: 41\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 42\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 1870, 2141, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2329, 2369, 2685, 1774, 2147, 2286, 2468, 2473, 2665, 2807, 2818, 2823, 2428, 2646, 762, 2012, 2093, 2112, 2384, 2506, 2838, 2129, 2138, 2155, 2331, 2656, 2768, 2787, 2824, 2784]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5825390313056347\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 42\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2778, 2784, 2798, 2804, 2813, 2824, 2834, 2837, 2840, 2842, 1963, 2221, 2761, 2787, 2818, 2819, 2697, 2826, 2577, 2456, 2844, 2334, 2848, 2849, 39, 2092, 303, 2611, 2612, 2744, 2810, 2491, 2235, 2751, 2369, 1740, 2764, 2636, 2006, 2135, 2646, 2138, 2141, 2527, 1774, 2167, 762, 2301, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5972772718503269\n", - "Coverage: 1.0\n", - "Birth Iteration: 42\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5784411410597369, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5799772393700288, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2091, 2006, 2141, 2613, 2635, 2700, 2746, 2761, 2825, 2836, 2849, 2850, 2764, 2329, 2369, 2685, 1774, 2147, 2286, 2468, 2473, 2665, 2807, 2818, 2823, 1979, 2428, 2646, 762, 1811, 2012, 2093, 2112, 2384, 2506, 2838, 2698]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5799772393700288\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 42\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Iteration: 43\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5713675182365885, 31), (0.5735642120841362, 32), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5799772393700288, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5799772393700288, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2807, 2155, 2665]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5743859880482272\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5799772393700288, 38), (0.5804766544804496, 40), (0.5825390313056347, 42), (0.5833608072697256, 44), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2840, 2707]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5836404308890077\n", - "Coverage: 1.0\n", - "Birth Iteration: 43\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Iteration: 44\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5704382886546074, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2129, 2807, 1870, 2665, 2683, 2112]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5718937967514817\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5783874142507919, 35), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2147]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5801811570312518\n", - "Coverage: 1.0\n", - "Birth Iteration: 44\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Iteration: 45\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2804, 2813, 2824, 2834, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2849, 2222, 2175, 2646]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5901230588137609\n", - "Coverage: 1.0\n", - "Birth Iteration: 45\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2823, 2848, 2091, 1919, 2172, 2228, 2331, 2369, 2778, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.543427135457496\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 45\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 46\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5084290036851706, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 839, 2577, 2689, 1279, 2700, 2850]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5245958889222646\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 46\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5581006596186862, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2720, 2597, 2822, 839, 2700, 1279, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5587881185604145\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 46\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5837100315278683, 45), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5872389060244847, 38), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2707, 2529, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5872389060244847\n", - "Coverage: 1.0\n", - "Birth Iteration: 46\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5073495832509115, 8), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5872389060244847, 38), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5872389060244847, 38), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2428, 2747, 2138, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5110017851953336\n", - "Coverage: 0.99375\n", - "Birth Iteration: 46\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 47\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5872389060244847, 38), (0.5900424686003434, 50), (0.5901230588137609, 51), (0.5933832992656523, 54), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5872389060244847, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 1351, 1905, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2784, 2798, 2804, 2813, 2824, 2834, 2837, 2840, 1963, 2761, 2787, 762, 2175, 2222, 2334, 2651, 2327]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5941244850163256\n", - "Coverage: 1.0\n", - "Birth Iteration: 47\n", - "Rule Count: 51\n", - "Deletion Prob: None\n", - "Iteration: 48\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5872389060244847, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2707, 2430, 2840]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5873194962379022\n", - "Coverage: 1.0\n", - "Birth Iteration: 48\n", - "Rule Count: 38\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5328405119676467, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 839, 2577, 2689, 835, 1279, 2636, 2700, 2850, 2091, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5382437194581408\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 48\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 49\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700, 2822, 1870, 1919, 2091, 2093, 2172, 2331, 2369, 2823, 2829, 2839, 2848, 2850, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5528476429804703\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 49\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5780650533971217, 33), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5797354687297761\n", - "Coverage: 1.0\n", - "Birth Iteration: 49\n", - "Rule Count: 32\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.543427135457496, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 839, 1279, 2649, 2689, 2700, 1919, 2091, 2093, 2224, 2286, 2331, 2577, 2778, 2839, 2848]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5448716539798133\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 49\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 50\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2593, 2747, 2848, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 1979, 2639]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5958327533280094\n", - "Coverage: 1.0\n", - "Birth Iteration: 50\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Iteration: 51\n", - "Front Update\n", - "[(0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4500768049155146\n", - "Coverage: 0.88359375\n", - "Birth Iteration: 51\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Iteration: 52\n", - "Iteration: 53\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5972772718503269, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2286, 2747, 1870, 2147, 2172, 2329, 2331, 2428, 2506, 2613, 2665, 2683, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773, 1351, 1905, 1942, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2596, 2656, 2674, 2700, 2746, 2768, 2778, 2784, 2798, 2804, 2824, 2834, 2837, 2840, 2842, 1963, 2221, 2761, 2787, 2818, 2819, 2697, 2826, 2577, 2456, 2844, 2334, 2848, 2849, 39, 2092, 303, 2611, 2612, 2744, 2810, 2491, 2235, 2751, 2369, 1740, 2764, 2636, 2006, 2135, 2646, 2138, 2141, 2527, 1774, 2167, 762, 2301, 1279, 2738]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5980184576010003\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 89\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5900424686003434, 50), (0.5941244850163256, 51), (0.5943125288476332, 76), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 2834, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2222, 2777, 2128]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5947850805535815\n", - "Coverage: 1.0\n", - "Birth Iteration: 53\n", - "Rule Count: 50\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 2697, 839, 2577, 2689, 2850, 835, 2091, 2700, 2636, 1279, 709, 2267]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5439961512067775\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 53\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2329, 2331, 2428, 2506, 2613, 2635, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2742, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5538794419249827\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 53\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2850, 2093, 2577, 2697, 2091, 1919, 2172, 2228, 839, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5327867851587017\n", - "Coverage: 0.9875\n", - "Birth Iteration: 53\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 54\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700, 2822, 1870, 1919, 2091, 2093, 2172, 2331, 2369, 2823, 2829, 2848, 2850, 1905]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5521870474432145\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 54\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2428, 2747, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49826731041152295\n", - "Coverage: 0.984375\n", - "Birth Iteration: 54\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Iteration: 55\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5587881185604145, 26), (0.5636332998761842, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 2172, 2329, 2331, 2428, 2613, 2697, 2825, 2850, 2093, 2646, 2823, 1811, 2228, 2773, 2129, 1870, 2683, 2112, 839, 1919, 2649, 2700, 2822, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5637993645583779\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 55\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5836404308890077, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2840, 2707, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5847735781322119\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 37\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 2834, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2777, 2128]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5887212775258316\n", - "Coverage: 1.0\n", - "Birth Iteration: 55\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 56\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5538794419249827, 24), (0.5567098679053138, 25), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2012, 2685, 2228, 2742, 2773, 1919, 2172, 2646, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581226387678\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 56\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Iteration: 57\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5299453696038137, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5312128338693803\n", - "Coverage: 0.990625\n", - "Birth Iteration: 57\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2577, 2597, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49539170506912444\n", - "Coverage: 0.990625\n", - "Birth Iteration: 57\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.5743859880482272, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.57674386232261\n", - "Coverage: 1.0\n", - "Birth Iteration: 57\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 58\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5801811570312518, 34), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2147]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5810835232087603\n", - "Coverage: 1.0\n", - "Birth Iteration: 58\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5718937967514817, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2790]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5726887093111002\n", - "Coverage: 1.0\n", - "Birth Iteration: 58\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5528476429804703, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2685, 2228, 2742, 2773, 1919, 2172, 2646, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5556304474710547\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 58\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 59\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5455701024960986, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5490879874181582, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 839, 1279, 2689, 2700, 1919, 2091, 2093, 2224, 2331, 2577, 2778, 2839, 2848, 709, 2267, 2636]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5490879874181582\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 59\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.4869431643625192, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5490879874181582, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4500768049155146, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5490879874181582, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2711, 2720, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.48847926267281105\n", - "Coverage: 0.96953125\n", - "Birth Iteration: 59\n", - "Rule Count: 3\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4500768049155146, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5490879874181582, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5490879874181582, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2597]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47772657450076805\n", - "Coverage: 0.9390625\n", - "Birth Iteration: 59\n", - "Rule Count: 2\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5490879874181582, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5510001733910652\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 59\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5521870474432145, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 1870, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2816, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5528317691505548\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 59\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Iteration: 60\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5662598081952921\n", - "Coverage: 1.0\n", - "Birth Iteration: 60\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 61\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5726887093111002, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 1919, 2700, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5764483648734122\n", - "Coverage: 1.0\n", - "Birth Iteration: 61\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.5511882172223728, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2768]\n", - "Fitness: 1.0\n", - "Accuracy: 0.551660768928321\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 61\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 62\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2850, 2093, 2577, 2697, 2091, 1919, 2172, 2228, 839, 2700, 2720, 835, 709, 2636, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5440498780157224\n", - "Coverage: 0.996875\n", - "Birth Iteration: 62\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.5432281020516314, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2850, 2093, 2577, 2697, 2091, 2228, 839, 2700, 709, 1279, 2636, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.543254965456104\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 62\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 63\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5519025395685737, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2365, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5526974521281922\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 63\n", - "Rule Count: 21\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2720, 2593, 2747, 2848, 39, 1279, 1351, 1740, 1774, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2665, 2674, 2685, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2286, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5955372558788119\n", - "Coverage: 1.0\n", - "Birth Iteration: 63\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Iteration: 64\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5448716539798133, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2649, 2697, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5468375667616654\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 64\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4416282642089094\n", - "Coverage: 0.86328125\n", - "Birth Iteration: 64\n", - "Rule Count: 1\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.5327867851587017, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2093, 839, 2577, 2689, 835, 1279, 2700, 2850, 2091, 2697]\n", - "Fitness: 1.0\n", - "Accuracy: 0.533420517291485\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 64\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Iteration: 65\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5439961512067775, 15), (0.5440498780157224, 17), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2850, 2093, 2577, 2697, 2091, 2228, 839, 2700, 709, 1279, 2636, 2720, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5455591129215418\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 65\n", - "Rule Count: 15\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5668935403280755, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 2172, 2329, 2331, 2428, 2613, 2665, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 1919, 2700, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5677043267176094\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.57674386232261, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5781993704194843\n", - "Coverage: 1.0\n", - "Birth Iteration: 65\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 66\n", - "Iteration: 67\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5528317691505548, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2768, 2816, 2365]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5549210093802124\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 67\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.551660768928321, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5517682225462112\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 67\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5581653760021881, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2228, 2742, 2773, 1919, 2172, 2646, 2700, 2755, 2744, 2844]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581653760021881\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 67\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5581653760021881, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5618444413510827, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 2172, 2329, 2331, 2428, 2613, 2697, 2825, 2850, 2093, 2646, 2823, 1811, 2228, 2773, 2129, 2112, 2807, 1919, 2700, 2822, 839, 1870, 2213]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5618444413510827\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 67\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 68\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5618444413510827, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2012, 2685, 2228, 2742, 2773, 1919, 2172, 2646, 2700, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5622046551837823\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 68\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 69\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2707, 2430, 2840, 2689, 2818, 2819, 2824, 2826, 2577, 2834, 2581, 1942, 2456, 2842, 2844, 2334, 2848, 2593, 2082, 2849, 2596, 2468, 2473, 1966, 2611, 2612, 2101, 2744, 2810, 2235, 2491, 1979, 2751, 2369, 2636, 1740, 2764, 2639, 1870, 2646, 2135, 2006, 2138, 2141, 1774, 1905, 2674, 2550, 2167, 762, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5979488569621397\n", - "Coverage: 1.0\n", - "Birth Iteration: 69\n", - "Rule Count: 86\n", - "Deletion Prob: None\n", - "Iteration: 70\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5958327533280094, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2593, 2747, 2848, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 1979, 2639, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5964396220563204\n", - "Coverage: 1.0\n", - "Birth Iteration: 70\n", - "Rule Count: 78\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5382437194581408, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2850, 2093, 2577, 2697, 2091, 2228, 839, 2700, 709, 1279, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5416114135279221\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 70\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49539170506912444, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2428, 2711, 2597, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.49615975422427033\n", - "Coverage: 0.990625\n", - "Birth Iteration: 70\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5517682225462112, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2473, 2595]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5525094082968846\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 70\n", - "Rule Count: 20\n", - "Deletion Prob: None\n", - "Iteration: 71\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.5699120101397142, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2800, 2129, 2807, 2147, 2665]\n", - "Fitness: 1.0\n", - "Accuracy: 0.570518878868025\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5637993645583779, 26), (0.5662598081952921, 27), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2228, 2773, 2112, 2742, 2807, 1919, 2700, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5664905892609877\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 71\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5322495170692514, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5324216870706434, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2850, 2093, 2577, 2697, 2228, 839, 709, 1279, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5324216870706434\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 71\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5324216870706434, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581226387678, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5324216870706434, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2685, 2228, 2742, 2773, 1919, 2172, 2646, 2700, 2220]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5581763655767451\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 71\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5324216870706434, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5887212775258316, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5324216870706434, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2222, 2777, 2128]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5940438948029081\n", - "Coverage: 1.0\n", - "Birth Iteration: 71\n", - "Rule Count: 49\n", - "Deletion Prob: None\n", - "Iteration: 72\n", - "Iteration: 73\n", - "Iteration: 74\n", - "Iteration: 75\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5324216870706434, 11), (0.533420517291485, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700, 2836, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5368309485956545\n", - "Coverage: 0.990625\n", - "Birth Iteration: 75\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2850, 2093, 2228, 839, 709, 2720, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5169153973708054\n", - "Coverage: 0.98984375\n", - "Birth Iteration: 75\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5979488569621397, 86), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2593, 2747, 2848, 1279, 1351, 1740, 1774, 1905, 1966, 2012, 2082, 2101, 2135, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2665, 2674, 2685, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2807, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2286, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 1870, 2093, 2221, 2613, 2639, 2155, 2651, 2715, 2829]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5980025837710847\n", - "Coverage: 1.0\n", - "Birth Iteration: 75\n", - "Rule Count: 81\n", - "Deletion Prob: None\n", - "Iteration: 76\n", - "Iteration: 77\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2850, 2093, 2577, 2228, 839, 2700, 709, 2636, 2720, 2428, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.537018992426962\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 77\n", - "Rule Count: 12\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.570518878868025, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 2700, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5734298950617736\n", - "Coverage: 1.0\n", - "Birth Iteration: 77\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Iteration: 78\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2850, 2093, 2577, 2697, 2823, 2848, 2091, 2172, 2228, 2369, 839, 2700, 2720]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5461122548409076\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 78\n", - "Rule Count: 16\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5468375667616654, 18), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2428, 2747, 2711, 2720, 709, 839, 2697, 2091, 2700, 2093, 2286, 2636, 2577, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5474334459154193\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 78\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 79\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5669900043714086, 27), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2228, 2773, 2112, 2742, 2807, 1919, 2700, 2012, 2129]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5669900043714086\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 79\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "Iteration: 80\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5669900043714086, 27), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5669900043714086, 27), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2840, 2707, 2816, 2823, 2824, 2193, 2334, 2082, 2468, 2473, 1966, 2222, 2101, 2749, 1870, 2768, 2128, 2777, 2651, 762, 2796, 2674, 2804, 2550, 2810, 2683, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5948925341714715\n", - "Coverage: 1.0\n", - "Birth Iteration: 80\n", - "Rule Count: 61\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5622046551837823, 25), (0.5664905892609877, 26), (0.5669900043714086, 27), (0.5677043267176094, 28), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2665, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2228, 2773, 2112, 2742, 2807, 1919, 2700, 2129]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5683917856593379\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 80\n", - "Rule Count: 25\n", - "Deletion Prob: None\n", - "Iteration: 81\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5556304474710547, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2228, 2742, 2773, 1919, 2172, 2646, 2220, 2141, 2737]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5574779170604598\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 81\n", - "Rule Count: 23\n", - "Deletion Prob: None\n", - "Iteration: 82\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 2816, 2824, 2700, 2193, 2707, 2837, 2840, 2459, 2334, 2082, 2473, 1963, 2221, 1966, 2222, 2101, 2746, 2749, 1351, 2761, 2506, 2813, 2768, 2128, 2777, 2778, 2651, 2656, 2147, 2796, 2798, 2674, 2804, 2550, 2810, 2301]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5954188126863649\n", - "Coverage: 1.0\n", - "Birth Iteration: 82\n", - "Rule Count: 67\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.49615975422427033, 5), (0.49826731041152295, 6), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2597, 835, 2689, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5041858068423534\n", - "Coverage: 0.95546875\n", - "Birth Iteration: 82\n", - "Rule Count: 5\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5980184576010003, 89)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2331, 2428, 2613, 2665, 2683, 2697, 2807, 2825, 2850, 2093, 2823, 2228, 2742, 2773, 1919, 2172, 2646, 2220, 2141, 2737, 2689, 2818, 2819, 2824, 2826, 2700, 2829, 2577, 2834, 2581, 2838, 1942, 2840, 2329, 2842, 2715, 2844, 2456, 2334, 2459, 2848, 2593, 2082, 2849, 2596, 2468, 2473, 2221, 1966, 2611, 2612, 2101, 2744, 2746, 2235, 2810, 2491, 2751, 2369, 1351, 2761, 2813, 2506, 2636, 1740, 2764, 2639, 2384, 2135, 2138, 2651, 2778, 2012, 2656, 2147, 2155, 1774, 2286, 1905, 2674, 2550, 2167, 762, 2685, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5994849552724315\n", - "Coverage: 1.0\n", - "Birth Iteration: 82\n", - "Rule Count: 88\n", - "Deletion Prob: None\n", - "Iteration: 83\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5734298950617736, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5748048129452303\n", - "Coverage: 1.0\n", - "Birth Iteration: 83\n", - "Rule Count: 29\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.543254965456104, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2850, 2093, 2577, 2697, 2228, 839, 2700, 709, 2636, 2720, 1919, 2428, 2747]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5434857465217996\n", - "Coverage: 0.99765625\n", - "Birth Iteration: 83\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Iteration: 84\n", - "Iteration: 85\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2840, 2707, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.582308250239939\n", - "Coverage: 1.0\n", - "Birth Iteration: 85\n", - "Rule Count: 36\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5955372558788119, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2577, 2369, 2228, 2593, 2747, 2848, 1279, 1351, 1740, 1774, 1870, 1905, 1966, 2006, 2012, 2082, 2101, 2135, 2141, 2147, 2235, 2329, 2331, 2384, 2468, 2491, 2506, 2596, 2611, 2613, 2665, 2674, 2697, 2700, 2742, 2744, 2746, 2761, 2764, 2773, 2810, 2818, 2819, 2823, 2824, 2825, 2834, 2838, 2840, 2844, 2849, 2636, 2550, 2172, 2473, 2813, 2612, 2751, 2656, 2689, 2850, 762, 2138, 2826, 1942, 2646, 2456, 2167, 2842, 2459, 2428, 2334, 1979, 2639, 2649]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5956447094967019\n", - "Coverage: 1.0\n", - "Birth Iteration: 85\n", - "Rule Count: 77\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2228, 2129, 2112, 2468, 2742, 2807, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.573848719958777\n", - "Coverage: 1.0\n", - "Birth Iteration: 85\n", - "Rule Count: 28\n", - "Deletion Prob: None\n", - "Iteration: 86\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5169153973708054, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2850, 2093, 2228, 839, 2428, 2747, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5236666593402837\n", - "Coverage: 0.98515625\n", - "Birth Iteration: 86\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5581763655767451, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2850, 2093, 2697, 2823, 2091, 1919, 2172, 2228, 2331, 2369, 2778, 762, 1870, 2129, 2329, 2468, 2613, 2683, 2685, 2742, 2773, 2807, 2838]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5615758073063576\n", - "Coverage: 0.99453125\n", - "Birth Iteration: 86\n", - "Rule Count: 24\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5474334459154193, 17), (0.5510001733910652, 19), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2428, 2747, 2711, 2720, 709, 839, 2091, 2700, 2093, 2286, 2636, 2577, 1279, 2506]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5510856478598414\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 86\n", - "Rule Count: 17\n", - "Deletion Prob: None\n", - "Iteration: 87\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5434857465217996, 14), (0.5455591129215418, 15), (0.5461122548409076, 16), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2747, 2711, 2720, 709, 839, 2700, 2093, 2636, 2577, 1279, 835]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5467191235692185\n", - "Coverage: 0.996875\n", - "Birth Iteration: 87\n", - "Rule Count: 14\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5549210093802124, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2473, 2365, 2768, 2816]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5565376979039218\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 87\n", - "Rule Count: 22\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2613, 2683, 2697, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2228, 2129, 2112, 2468, 2742, 2807, 1919, 762, 2685, 2773]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5709914305739732\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 87\n", - "Rule Count: 26\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5781993704194843, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 2147]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5786181953164875\n", - "Coverage: 1.0\n", - "Birth Iteration: 87\n", - "Rule Count: 31\n", - "Deletion Prob: None\n", - "Iteration: 88\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5236666593402837, 8), (0.5245958889222646, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5256215825475787, 8), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 839, 2689, 1279, 2700, 2597, 2836]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5256215825475787\n", - "Coverage: 0.990625\n", - "Birth Iteration: 88\n", - "Rule Count: 8\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5110017851953336, 7), (0.5256215825475787, 8), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2093, 839, 2689, 2700, 2850, 2711]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5118504245638971\n", - "Coverage: 0.98046875\n", - "Birth Iteration: 88\n", - "Rule Count: 7\n", - "Deletion Prob: None\n", - "Iteration: 89\n", - "Iteration: 90\n", - "Iteration: 91\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2720, 2597, 835, 839, 1279, 2649, 2689, 2700]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5281406372487967\n", - "Coverage: 0.990625\n", - "Birth Iteration: 91\n", - "Rule Count: 9\n", - "Deletion Prob: None\n", - "Iteration: 92\n", - "Iteration: 93\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2665, 2683, 2697, 2825, 2838, 2850, 762, 2093, 2646, 2823, 1811, 2012, 2138, 2384, 2685, 2228, 2773, 2155, 2129, 2112, 2468, 2742, 2807, 2147, 1919, 2822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5820396161952139\n", - "Coverage: 1.0\n", - "Birth Iteration: 93\n", - "Rule Count: 34\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5525094082968846, 20), (0.5526974521281922, 21), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2689, 2286, 2747, 2093, 2577, 2649, 2697, 2823, 2848, 2091, 2224, 1919, 2172, 2228, 2331, 2369, 2778, 2839, 2473]\n", - "Fitness: 1.0\n", - "Accuracy: 0.553411774474393\n", - "Coverage: 0.99609375\n", - "Birth Iteration: 93\n", - "Rule Count: 19\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 2172, 2329, 2331, 2428, 2506, 2613, 2635, 2697, 2825, 2838, 2850, 2093, 2823, 2012, 2384, 2685, 2228, 2773, 2807, 1351, 1963, 2147, 2221, 2459, 2656, 2665, 2700, 2742, 2746, 2761, 2778, 2798, 2813, 2837, 2707, 2430, 2840, 2713]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5879532283706856\n", - "Coverage: 1.0\n", - "Birth Iteration: 93\n", - "Rule Count: 39\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5764483648734122, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 762]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5780919168015942\n", - "Coverage: 1.0\n", - "Birth Iteration: 93\n", - "Rule Count: 30\n", - "Deletion Prob: None\n", - "Iteration: 94\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.582308250239939, 36), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 762, 2147, 2822, 2155, 2012, 1919]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5834951242920883\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 35\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5954188126863649, 67), (0.5956447094967019, 77), (0.5964396220563204, 78), (0.5971002175935762, 79), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2222, 2777, 2128, 2778, 2147, 1351, 2635, 2707, 2613, 2837, 2773, 2840, 2713, 2746, 2012, 2430]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5972504084458543\n", - "Coverage: 1.0\n", - "Birth Iteration: 94\n", - "Rule Count: 62\n", - "Deletion Prob: None\n", - "Iteration: 95\n", - "Iteration: 96\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5810835232087603, 33), (0.5820396161952139, 34), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2428, 2613, 2635, 2665, 2683, 2697, 2825, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2384, 2685, 2228, 2773, 2129, 2112, 2468, 2742, 2807, 762, 2147, 2822, 2236]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5824584410922171\n", - "Coverage: 1.0\n", - "Birth Iteration: 96\n", - "Rule Count: 33\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5948925341714715, 61), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2747, 1870, 2172, 2329, 2331, 2428, 2506, 2665, 2683, 2697, 2807, 2825, 2838, 2850, 2093, 2823, 2384, 2685, 2228, 2742, 1966, 2082, 2101, 2459, 2468, 2473, 2550, 2656, 2674, 2700, 2768, 2798, 2804, 2813, 2824, 1963, 2221, 762, 2193, 2301, 2334, 2651, 2749, 2761, 2796, 2810, 2222, 2777, 2128, 1351, 2012, 2707, 2713, 2837, 2840, 2847]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5949462609804166\n", - "Coverage: 1.0\n", - "Birth Iteration: 96\n", - "Rule Count: 56\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5416114135279221, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2747, 2711, 2720, 709, 839, 2700, 2093, 2636, 2577, 1279]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5418153311891453\n", - "Coverage: 0.996875\n", - "Birth Iteration: 96\n", - "Rule Count: 13\n", - "Deletion Prob: None\n", - "Iteration: 97\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5054373972780044, 6), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 835, 2649, 2689, 2836, 2012]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5054373972780044\n", - "Coverage: 0.925\n", - "Birth Iteration: 97\n", - "Rule Count: 6\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5054373972780044, 6), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5054373972780044, 6), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5518536970149874, 18), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2228, 2689, 2850, 2428, 2747, 2711, 2720, 709, 839, 2091, 2700, 2093, 2286, 2636, 2577, 1279, 2506, 1774]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5518536970149874\n", - "Coverage: 0.99921875\n", - "Birth Iteration: 97\n", - "Rule Count: 18\n", - "Deletion Prob: None\n", - "Iteration: 98\n", - "Iteration: 99\n", - "Front Update\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5054373972780044, 6), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5518536970149874, 18), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "[(0.4416282642089094, 1), (0.47772657450076805, 2), (0.48847926267281105, 3), (0.4946236559139785, 4), (0.5041858068423534, 5), (0.5054373972780044, 6), (0.5118504245638971, 7), (0.5256215825475787, 8), (0.5281406372487967, 9), (0.5312128338693803, 10), (0.5368309485956545, 11), (0.537018992426962, 12), (0.5418153311891453, 13), (0.5467191235692185, 14), (0.5510856478598414, 17), (0.5518536970149874, 18), (0.553411774474393, 19), (0.5565376979039218, 22), (0.5574779170604598, 23), (0.5615758073063576, 24), (0.5683917856593379, 25), (0.5709914305739732, 26), (0.5725006654797926, 27), (0.573848719958777, 28), (0.5748048129452303, 29), (0.5780919168015942, 30), (0.5786181953164875, 31), (0.5797354687297761, 32), (0.5824584410922171, 33), (0.5834951242920883, 35), (0.5847735781322119, 37), (0.5873194962379022, 38), (0.5879532283706856, 39), (0.5940438948029081, 49), (0.5947850805535815, 50), (0.5949462609804166, 56), (0.5972504084458543, 62), (0.5980025837710847, 81), (0.5994849552724315, 88)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2091, 2747, 1870, 2172, 2329, 2331, 2613, 2683, 2697, 2838, 2850, 2093, 2646, 2823, 1811, 2138, 2228, 2129, 2112, 2468, 2742, 2807, 1919, 762, 2685, 2773, 2750]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5725006654797926\n", - "Coverage: 0.9984375\n", - "Birth Iteration: 99\n", - "Rule Count: 27\n", - "Deletion Prob: None\n", - "HEROS (Phase 2) run complete!\n", - "Random Seed Check - End: 0.30318565611722337\n" - ] - } - ], - "source": [ - "\n", - "heros_alt = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = True)\n", - "heros_alt = heros_alt.fit(X_train, y_train, cat_feat_indexes=cat_feat_indexes, ek=ek)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Data Manage Summary: ------------------------------------------------\n", - "Number of quantitative features: 0\n", - "Number of categorical features: 100\n", - "Total Features: 100\n", - "Total Instances: 1280\n", - "Feature Types: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", - "Missing Values: 0\n", - "Classes: [0, 1]\n", - "Class Counts: {0: 651, 1: 629}\n", - "Class Weights: {0: 0.49140625000000004, 1: 0.50859375}\n", - "Majority Class: 0\n", - "Quantiative Feature Range: [[inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf], [inf, -inf]]\n", - "Categorical Feature Values: [[1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [2, 1, 0], [0, 1, 2], [2, 1, 0], [0, 1, 2], [0, 2, 1], [1, 0, 2], [2, 1, 0], [0, 1, 2], [1, 0, 2], [0, 2, 1], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [1, 2, 0], [0, 1], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [2, 0, 1], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 2, 1], [1, 0, 2], [0, 2, 1], [2, 1, 0], [0, 1, 2], [0, 1, 2], [0, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [1, 2, 0], [1, 0, 2], [1, 2, 0], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [1, 0, 2], [1, 0, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [1, 2, 0], [0, 1, 2], [1, 2, 0], [1, 0, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2], [1, 0, 2], [0, 1, 2], [0, 2, 1], [0, 2, 1], [0, 1, 2], [0, 1, 2], [0, 2, 1], [0, 1, 2], [1, 0, 2], [1, 0, 2], [2, 1, 0], [1, 0, 2], [0, 1, 2], [1, 0, 2]]\n", - "Average States: 2.98\n", - "Rule Specificity Limit: 7\n", - "--------------------------------------------------------------------\n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 1000 0.554 1.299 0.0 0.017 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.043 1.033 0.0 0.025 0.012 0.012 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.048 0.007 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 2000 0.561 2.706 0.0 0.041 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.108 2.197 0.0 0.059 0.027 0.024 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.137 0.017 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 3000 0.573 4.104 0.0 0.068 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.185 3.323 0.0 0.097 0.044 0.037 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.243 0.027 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 4000 0.59 5.569 0.001 0.099 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.269 4.496 0.0 0.14 0.062 0.051 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.355 0.038 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 5000 0.588 6.935 0.001 0.128 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.356 5.565 0.0 0.181 0.08 0.064 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.47 0.049 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 6000 0.591 8.368 0.001 0.156 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.448 6.694 0.0 0.221 0.098 0.078 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.589 0.06 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 7000 0.584 9.771 0.001 0.182 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.542 7.789 0.0 0.261 0.116 0.091 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.709 0.072 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 8000 0.596 11.119 0.001 0.211 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.629 8.843 0.0 0.302 0.134 0.105 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.822 0.083 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 9000 0.593 12.456 0.001 0.242 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.723 9.864 0.0 0.346 0.154 0.119 \n", - "\n", - " Delete Time Predict Time \n", - "0 0.942 0.095 \n", - " Iteration Pred.Acc.Est. Total Time Cover Time Equality Time \\\n", - "0 10000 0.587 13.825 0.001 0.269 \n", - "\n", - " Match Time Eval Time FT Time Subsume Time Select Time Mate Time \\\n", - "0 0.819 10.922 0.0 0.386 0.173 0.133 \n", - "\n", - " Delete Time Predict Time \n", - "0 1.061 0.107 \n", - "--------------------------------------------------------------------\n", - "Original Population Size: 287\n", - "Post-Cleaning Population Size: 287\n", - "Post-Subsumption Compaction Population Size: 271\n", - "1 rules subsumed with a specificity of 3\n", - "3 rules subsumed with a specificity of 4\n", - "5 rules subsumed with a specificity of 5\n", - "7 rules subsumed with a specificity of 6\n", - "HEROS (Phase 1) run complete!\n", - "Front Update\n", - "[]\n", - "[(0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2709, 2577, 2228, 2674, 1740, 2611, 2689, 2286, 1927, 2747, 2848, 1033, 2646, 2144, 2822, 2697, 2456, 2823, 2741, 303, 2365, 839, 2220, 835, 2157, 770, 2082, 803, 2473, 1279, 2685, 2838, 2275, 2715, 2850, 2844, 2798, 2779, 2327, 1351, 2789, 2384, 923, 2528, 2777, 2599, 2719, 709, 2636, 2651, 2809, 1952, 2791, 727, 1979, 2540, 2708, 2790, 2141, 1683, 2700, 951, 2344, 2167, 2849, 2757, 2331, 2706, 2135, 1064, 2698, 762, 1966, 2606, 1963, 2612, 2527, 2056, 2193, 2647, 2742, 2814, 2807, 39, 2597, 2243, 2449, 2093, 2369, 2720, 2506, 2224, 2536, 1942, 2435, 2202, 2816, 2428, 2739, 2639, 2539, 2025, 2101, 2482, 2738, 2138, 2091, 2682, 2694, 2828, 2289, 2570, 2301, 388, 2801, 2128, 2235, 2771, 2615, 2529, 2175, 2267, 2516, 2092, 1822, 2795, 2498, 2743, 2752, 2360, 2688, 2172]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5505984433878172\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 134\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2614, 2491, 2709, 2577, 2369, 2459, 2711, 2228]\n", - "Fitness: 1.0\n", - "Accuracy: 0.47431125894124\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 10\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2597, 2778, 2581, 2449, 2093, 2709, 2369, 2459, 2711, 2228, 2720, 2674, 2101, 2734, 2091, 1927, 2848, 2682, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2092, 2566, 803, 2473, 1279, 2275, 2850, 2798, 2327, 2743, 2360, 2794, 2846, 923, 2777, 2773, 2572, 951, 2344, 2167, 2849, 2331, 2193, 39, 2243, 2334, 2810, 2491, 2577, 2506, 2224, 2536, 1942, 2435, 2202, 2816, 2428, 2739, 2639, 2804, 2539, 2025, 2787, 2482, 2738, 2138, 2694, 388, 2801, 2725, 2128, 2235, 2771, 2615, 2131, 2565, 2529, 2362, 2175, 2267, 2112, 2516, 2737, 2712, 957, 2755, 1822, 2751, 2795, 2498, 2752, 2789, 2688, 2384, 2528, 2172, 2841, 2839, 2030]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5445541773815019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 106\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2614, 2491, 2661, 2577, 2369, 2459, 2711, 2228, 2720, 2674]\n", - "Fitness: 1.0\n", - "Accuracy: 0.481228585592912\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 11\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5445541773815019, 106), (0.5505984433878172, 134)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2778, 2581, 2614, 2491, 2709, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 1740, 2611, 2497, 2574, 2286, 2586, 2787, 2593, 2649, 1927, 2848, 2694, 2828, 2824, 2289, 2570, 2301, 2753, 1033, 2646, 2144, 2822, 2697, 2632, 2456, 2236, 2823, 2741, 303, 2365, 2550, 2520, 2362, 839, 2220, 2157, 2112, 2737, 770, 2566, 2082, 803, 2712, 957, 2755, 2838, 2275, 2850, 2779, 2327, 1351, 1822, 2795, 2498, 2743, 2752, 2360, 2789, 2688, 2384, 2794, 2846, 923, 2528, 2599, 2704, 2719, 2735, 2385, 709, 2636, 2651, 2129, 2809, 2410, 2329, 1979, 2540, 2655, 2222, 2708, 2764, 2790, 2141, 2344, 1789]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5567526051397019\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 98\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2597, 2778, 2581, 2449, 2093, 2709, 2577, 2228, 2536, 1942, 2101, 2138, 2848, 2301, 2235, 2516, 2566, 2473, 1279, 2850, 2798, 2498, 2688, 2656, 2813, 2006, 2430, 2825, 2572, 2644, 2167, 2468, 2661, 2720, 2674, 2539, 1927, 2682, 1033, 2646, 2144, 803, 2275, 2327, 2789, 2384, 923, 2528, 2631, 2791, 2540, 2708, 951, 2344, 2849, 2331, 2135, 1064, 2606, 2612, 2193, 2647, 2814, 2491, 2369, 2459, 2711, 2816, 2428, 2739, 2025, 2787]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5471123061255889\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 73\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [2581, 2491, 2577, 2369, 2459, 2711, 2228, 2720, 2674, 2816, 2739, 2639, 2025, 2787, 2747, 2694, 2824, 2289, 2570, 2753, 1033, 2646, 2144, 2615, 2529, 2362, 2175, 2267, 2112, 2737, 770, 2082, 2712, 957, 2685, 2755, 2838, 2715, 2844, 2779, 1822]\n", - "Fitness: 1.0\n", - "Accuracy: 0.5214211229391494\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 41\n", - "Deletion Prob: None\n", - "Front Update\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "[(0.47431125894124, 10), (0.481228585592912, 11), (0.4843545090224407, 23), (0.5214211229391494, 41), (0.5471123061255889, 73), (0.5567526051397019, 98)]\n", - "Set-------------------------------------------\n", - "Rule IDs: [39, 2581, 2491, 2577, 2369, 2228, 2720, 2674, 2506, 2224, 2816, 2428, 2739, 2639, 2804, 2539, 2025, 2787, 2138, 2694, 2828, 2289, 2570]\n", - "Fitness: 1.0\n", - "Accuracy: 0.4843545090224407\n", - "Coverage: 1.0\n", - "Birth Iteration: 0\n", - "Rule Count: 23\n", - "Deletion Prob: None\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[8], line 5\u001b[0m\n\u001b[1;32m 1\u001b[0m heros_alt1 \u001b[38;5;241m=\u001b[39m HEROS(outcome_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mclass\u001b[39m\u001b[38;5;124m'\u001b[39m,iterations\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10000\u001b[39m, pop_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m500\u001b[39m, cross_prob\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.8\u001b[39m, mut_prob\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.04\u001b[39m, nu\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, beta\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.2\u001b[39m, theta_sel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m,\n\u001b[1;32m 2\u001b[0m fitness_function\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpareto\u001b[39m\u001b[38;5;124m'\u001b[39m,subsumption\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m'\u001b[39m, use_ek\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, rsl\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, feat_track\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend\u001b[39m\u001b[38;5;124m'\u001b[39m, model_iterations\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m,\n\u001b[1;32m 3\u001b[0m model_pop_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, new_gen\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1.0\u001b[39m, merge_prob\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.1\u001b[39m, pop_init_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, compaction\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msub\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 4\u001b[0m track_performance\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1000\u001b[39m,random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m42\u001b[39m, verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, prob \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m----> 5\u001b[0m heros_alt1 \u001b[38;5;241m=\u001b[39m heros_alt1\u001b[38;5;241m.\u001b[39mfit(X_train, y_train, cat_feat_indexes\u001b[38;5;241m=\u001b[39mcat_feat_indexes, ek\u001b[38;5;241m=\u001b[39mek)\n", - "File \u001b[0;32m~/scikit-heros/src/skheros/heros.py:415\u001b[0m, in \u001b[0;36mHEROS.fit\u001b[0;34m(self, X, y, cat_feat_indexes, pop_df, ek)\u001b[0m\n\u001b[1;32m 412\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_pareto \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 414\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m--> 415\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_population\u001b[38;5;241m.\u001b[39minitialize_model_population(\u001b[38;5;28mself\u001b[39m,random, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprob)\n\u001b[1;32m 417\u001b[0m \u001b[38;5;66;03m# RUN MODEL-LEARNING TRAINING ITERATIONS **************************************************************\u001b[39;00m\n\u001b[1;32m 418\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_iteration \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_iterations:\n", - "File \u001b[0;32m~/scikit-heros/src/skheros/methods/model_population.py:38\u001b[0m, in \u001b[0;36mMODEL_POP.initialize_model_population\u001b[0;34m(self, heros, random, prob)\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m: \n\u001b[1;32m 37\u001b[0m rules_in_model \u001b[38;5;241m=\u001b[39m random\u001b[38;5;241m.\u001b[39mrandint(\u001b[38;5;241m10\u001b[39m,\u001b[38;5;28mint\u001b[39m(\u001b[38;5;28mlen\u001b[39m(heros\u001b[38;5;241m.\u001b[39mrule_population\u001b[38;5;241m.\u001b[39mpop_set)\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m))\n\u001b[0;32m---> 38\u001b[0m new_model\u001b[38;5;241m.\u001b[39minitialize_bootstrap(rules_in_model, heros)\n\u001b[1;32m 39\u001b[0m \u001b[38;5;66;03m#Check if model already in population, and add to population\u001b[39;00m\n\u001b[1;32m 40\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_exists(new_model):\n\u001b[1;32m 41\u001b[0m \u001b[38;5;66;03m# Evalute model and update model parameters\u001b[39;00m\n", - "File \u001b[0;32m~/scikit-heros/src/skheros/methods/model.py:92\u001b[0m, in \u001b[0;36mMODEL.initialize_bootstrap\u001b[0;34m(self, rules_in_model, heros)\u001b[0m\n\u001b[1;32m 90\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minitialize_bootstrap\u001b[39m(\u001b[38;5;28mself\u001b[39m, rules_in_model, heros):\n\u001b[1;32m 91\u001b[0m bootstrap_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbootstrap_sample(heros\u001b[38;5;241m.\u001b[39menv\u001b[38;5;241m.\u001b[39mtrain_data[\u001b[38;5;241m0\u001b[39m], heros\u001b[38;5;241m.\u001b[39menv\u001b[38;5;241m.\u001b[39mnum_instances)\n\u001b[0;32m---> 92\u001b[0m rules \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mselect_matching_rules(bootstrap_data, heros\u001b[38;5;241m.\u001b[39mrule_population\u001b[38;5;241m.\u001b[39mpop_set, heros)[:rules_in_model]\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m rules:\n\u001b[1;32m 95\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrule_set\u001b[38;5;241m.\u001b[39mappend(r)\n", - "File \u001b[0;32m~/scikit-heros/src/skheros/methods/model.py:113\u001b[0m, in \u001b[0;36mMODEL.select_matching_rules\u001b[0;34m(self, data, rule_pop, heros)\u001b[0m\n\u001b[1;32m 110\u001b[0m unique_rules \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 111\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m rule \u001b[38;5;129;01min\u001b[39;00m selected_rules:\n\u001b[1;32m 112\u001b[0m \u001b[38;5;66;03m# Add the rule only if it doesn't already exist in unique_rules\u001b[39;00m\n\u001b[0;32m--> 113\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28many\u001b[39m(rule\u001b[38;5;241m.\u001b[39mequals(existing_rule) \u001b[38;5;28;01mfor\u001b[39;00m existing_rule \u001b[38;5;129;01min\u001b[39;00m unique_rules):\n\u001b[1;32m 114\u001b[0m unique_rules\u001b[38;5;241m.\u001b[39mappend(rule)\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m unique_rules\n", - "File \u001b[0;32m~/scikit-heros/src/skheros/methods/model.py:113\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 110\u001b[0m unique_rules \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 111\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m rule \u001b[38;5;129;01min\u001b[39;00m selected_rules:\n\u001b[1;32m 112\u001b[0m \u001b[38;5;66;03m# Add the rule only if it doesn't already exist in unique_rules\u001b[39;00m\n\u001b[0;32m--> 113\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28many\u001b[39m(rule\u001b[38;5;241m.\u001b[39mequals(existing_rule) \u001b[38;5;28;01mfor\u001b[39;00m existing_rule \u001b[38;5;129;01min\u001b[39;00m unique_rules):\n\u001b[1;32m 114\u001b[0m unique_rules\u001b[38;5;241m.\u001b[39mappend(rule)\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m unique_rules\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "heros_alt1 = HEROS(outcome_type='class',iterations=10000, pop_size=500, cross_prob=0.8, mut_prob=0.04, nu=1, beta=0.2, theta_sel=0.5,\n", - " fitness_function='pareto',subsumption='both', use_ek=False, rsl=None, feat_track='end', model_iterations=100,\n", - " model_pop_size=100, new_gen=1.0, merge_prob=0.1, pop_init_type=None, compaction='sub',\n", - " track_performance=1000,random_state=42, verbose=True, prob = None)\n", - "heros_alt1 = heros_alt1.fit(X_train, y_train, cat_feat_indexes=cat_feat_indexes, ek=ek)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*** \n", - "# HEROS Trained Rule Population (Same for both null and alt)\n", - "\n", - "### Get DataFrame and save to .csv" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " ID Condition Indexes Condition Values Action \\\n", - "0 39 [49] [1] 0 \n", - "1 2597 [32] [0] 0 \n", - "2 2778 [39] [0] 1 \n", - "3 2581 [54] [0] 1 \n", - "4 2243 [32, 39] [0, 1] 0 \n", - ".. ... ... ... ... \n", - "266 2788 [5, 8, 13, 25, 49, 54, 56] [1, 0, 0, 0, 0, 0, 0] 1 \n", - "267 2784 [13, 21, 27, 39, 53, 76, 88] [0, 0, 0, 1, 0, 1, 0] 0 \n", - "268 2758 [2, 21, 25, 27, 32, 53, 88] [0, 0, 0, 0, 0, 0, 0] 0 \n", - "269 2814 [8, 13, 25, 39, 54, 56, 94] [0, 0, 0, 0, 0, 0, 1] 1 \n", - "270 2807 [11, 13, 22, 50, 54, 56, 98] [0, 0, 0, 1, 0, 0, 0] 1 \n", - "\n", - " Numerosity Fitness Useful Accuracy Useful Coverage Accuracy \\\n", - "0 1 0.735297 0.076918 18.332031 0.546392 \n", - "1 1 0.710177 0.048072 18.331250 0.532216 \n", - "2 1 0.718262 0.045462 19.098437 0.514528 \n", - "3 3 0.390398 0.008943 5.621875 0.495955 \n", - "4 3 0.826457 0.156037 19.782813 0.585271 \n", - ".. ... ... ... ... ... \n", - "266 2 0.936942 0.228570 24.296094 0.607656 \n", - "267 1 0.462970 0.217317 5.553125 0.615385 \n", - "268 1 0.590862 0.163925 10.391406 0.589147 \n", - "269 2 0.882409 0.163724 25.646875 0.574675 \n", - "270 1 0.674646 0.149450 13.529687 0.567416 \n", - "\n", - " Match Cover Correct Cover Mean Absolute Error Prediction \\\n", - "0 485 265 None None \n", - "1 776 413 None None \n", - "2 826 425 None None \n", - "3 1236 613 None None \n", - "4 258 151 None None \n", - ".. ... ... ... ... \n", - "266 209 127 None None \n", - "267 52 32 None None \n", - "268 129 76 None None \n", - "269 308 177 None None \n", - "270 178 101 None None \n", - "\n", - " Outcome Range Probability Birth Iteration Specified Count \\\n", - "0 None 105 1 \n", - "1 None 9303 1 \n", - "2 None 9840 1 \n", - "3 None 9268 1 \n", - "4 None 8100 2 \n", - ".. ... ... ... \n", - "266 None 9862 7 \n", - "267 None 9846 7 \n", - "268 None 9807 7 \n", - "269 None 9906 7 \n", - "270 None 9898 7 \n", - "\n", - " Average Match Set Size Deletion Probabiilty \n", - "0 145.639271 0.000577 \n", - "1 190.473875 0.000782 \n", - "2 199.377047 0.000809 \n", - "3 199.296695 0.013394 \n", - "4 173.394974 0.005505 \n", - ".. ... ... \n", - "266 234.050248 0.002913 \n", - "267 182.386409 0.001148 \n", - "268 240.928068 0.001189 \n", - "269 226.144668 0.002989 \n", - "270 188.572813 0.000815 \n", - "\n", - "[271 rows x 18 columns]\n" - ] - } - ], - "source": [ - "pop_df = heros_null.get_pop()\n", - "print(pop_df)\n", - "pop_df.to_csv(output_folder+'/'+str(output_name)+'_rule_pop.csv', index=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualize Rule Population on Pareto Front Fitness Landscape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "resolution = 500\n", - "plot_rules = True\n", - "color_rules = True\n", - "heros_null.rule_pareto.plot_pareto_landscape(resolution, heros_null.rule_population, plot_rules, color_rules,heros_null, show=True,save=True,output_path=folder_path,data_name=output_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualize Rule Population (Feature Specification) as a Rule-Clustered Heatmap (With Optional Rule-Weighting)\n", - "\n", - "Parameters:\n", - "\n", - "feature_names: a list of feature names for the entire training dataset (given in original dataset order)\n", - "weighting: indicates what (if any) weighting is applied to individual rules for the plot ('useful_accuracy', 'fitness', None)\n", - "specified_filter: the number of times a given feature must be specified in rules of the population to be included in the plot (must be a positive integer or None)\n", - "display_micro: controls whether or not additional copies of rules (based on rule numerosity) should be included in the heatmap (True or False)\n", - "show: indicates whether or not to show the plot (True or False)\n", - "save: indicates whether or not to save the plot to a specified path/filename (True or False)\n", - "output_path: a valid folder path within which to save the plot (str of folder path)\n", - "data_name: a unique name precursor to give to the plot (str)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "heros_null.rule_population.plot_rule_pop_heatmap(feature_names, heros_null, weighting='useful_accuracy', specified_filter=None, display_micro=True, show=True, save=True, output_path=folder_path, data_name=output_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualize Rule Population (Feature Specification) as a Network (With Optional Rule-Weighting)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "node_size = 1000\n", - "edge_size = 10\n", - "weighting = 'useful_accuracy'# 'useful_accuracy', 'fitness', None\n", - "display_micro = True\n", - "heros_null.rule_population.plot_rule_pop_network(feature_names, weighting=weighting, display_micro=display_micro, node_size=node_size, edge_size=edge_size, show=True, save=True, output_path=folder_path, data_name=output_name)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "# HEROS Model Population Insights\n", - "\n", - "### Null" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "resolution = 500\n", - "plot_models = True\n", - "heros_null.model_pareto.plot_pareto_landscape(resolution, heros_null.model_population, plot_models, heros_null, show=True,save=True,output_path=folder_path,data_name=output_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Alt" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "resolution = 500\n", - "plot_models = True\n", - "heros_alt.model_pareto.plot_pareto_landscape(resolution, heros_alt.model_population, plot_models, heros_alt, show=True,save=True,output_path=folder_path,data_name=output_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*** \n", - "# HEROS Top Trained Model Insights\n", - "\n", - "### Null" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Condition Indexes Condition Values Action Numerosity \\\n", - "0 [19, 53] [0, 0] 0 1 \n", - "1 [32, 53] [0, 0] 0 5 \n", - "2 [2, 19, 27, 53, 76] [0, 0, 0, 0, 1] 0 2 \n", - "3 [8, 25, 39, 49, 54] [0, 0, 0, 0, 0] 1 10 \n", - "4 [2, 27, 49] [0, 0, 1] 0 1 \n", - ".. ... ... ... ... \n", - "70 [32, 76] [0, 1] 0 1 \n", - "71 [2, 19, 39, 45, 53, 76] [0, 0, 1, 0, 0, 1] 0 1 \n", - "72 [2, 4, 19, 21] [0, 0, 0, 0] 0 2 \n", - "73 [25, 32, 49, 53, 56, 88] [0, 0, 1, 0, 0, 0] 0 4 \n", - "74 [39, 49, 54, 56] [0, 0, 0, 0] 1 4 \n", - "\n", - " Fitness Useful Accuracy Useful Coverage Accuracy Match Cover \\\n", - "0 0.593107 0.028962 13.093750 0.522826 920 \n", - "1 0.760953 0.062287 22.252344 0.539202 727 \n", - "2 0.881025 0.160964 25.707031 0.587692 325 \n", - "3 1.000000 0.154580 31.997656 0.570025 407 \n", - "4 0.754766 0.094998 18.579688 0.555276 398 \n", - ".. ... ... ... ... ... \n", - "70 0.745484 0.105571 17.586719 0.560472 339 \n", - "71 0.761963 0.289678 15.089063 0.650943 106 \n", - "72 0.861059 0.370626 17.666406 0.690722 97 \n", - "73 0.950697 0.245923 23.807031 0.629442 197 \n", - "74 0.982651 0.140357 30.695312 0.562791 430 \n", - "\n", - " Correct Cover Mean Absolute Error Prediction Outcome Range Probability \\\n", - "0 481 None None None \n", - "1 392 None None None \n", - "2 191 None None None \n", - "3 232 None None None \n", - "4 221 None None None \n", - ".. ... ... ... ... \n", - "70 190 None None None \n", - "71 69 None None None \n", - "72 67 None None None \n", - "73 124 None None None \n", - "74 242 None None None \n", - "\n", - " Birth Iteration Specified Count Average Match Set Size \\\n", - "0 9643 2 179.458557 \n", - "1 7682 2 190.483022 \n", - "2 8720 5 215.040634 \n", - "3 7157 5 231.534571 \n", - "4 9125 3 144.585883 \n", - ".. ... ... ... \n", - "70 9902 2 221.515420 \n", - "71 9554 6 189.328863 \n", - "72 9024 4 195.644227 \n", - "73 8877 6 183.651370 \n", - "74 3493 4 232.130411 \n", - "\n", - " Deletion Probabiilty \n", - "0 0.000882 \n", - "1 0.002919 \n", - "2 0.002846 \n", - "3 0.081673 \n", - "4 0.000558 \n", - ".. ... \n", - "70 0.000866 \n", - "71 0.000724 \n", - "72 0.002650 \n", - "73 0.009011 \n", - "74 0.011019 \n", - "\n", - "[75 rows x 17 columns]\n" - ] - } - ], - "source": [ - "set_df = heros_null.get_top_model_rules()\n", - "set_df.to_csv(output_folder+'/'+str(output_name)+'_top_model_rules.csv', index=False)\n", - "print(set_df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model = heros_null.model_population.pop_set[0]\n", - "model.plot_rule_pop_heatmap(feature_names, heros_null, weighting='useful_accuracy', specified_filter=None, display_micro=False, show=True, save=True, output_path=folder_path, data_name=output_name)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model.plot_rule_pop_network(feature_names, heros_null, weighting=weighting, display_micro=display_micro, node_size=node_size, edge_size=edge_size, show=True, save=True, output_path=folder_path, data_name=output_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Alt" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Condition Indexes Condition Values Action Numerosity \\\n", - "0 [49, 25, 54, 8, 13, 56] [0, 0, 0, 0, 0, 0] 1 5 \n", - "1 [49, 8, 5, 25] [0, 0, 1, 0] 1 2 \n", - "2 [68, 49, 23] [0, 1, 1] 0 1 \n", - "3 [39, 25, 2, 53, 82] [1, 0, 0, 0, 0] 0 2 \n", - "4 [49, 25, 54, 8, 13] [0, 0, 0, 0, 0] 1 1 \n", - "5 [53, 19] [0, 0] 0 1 \n", - "6 [68, 25, 39] [0, 0, 1] 0 1 \n", - "7 [39, 13, 8, 25, 56, 94, 54] [0, 0, 0, 0, 0, 1, 0] 1 2 \n", - "8 [21, 4, 88, 53] [0, 0, 0, 0] 0 1 \n", - "9 [11, 13, 56, 54, 22, 98] [0, 0, 0, 0, 0, 0] 1 1 \n", - "10 [32, 88, 53] [0, 0, 0] 0 6 \n", - "11 [2, 76, 45, 53, 19] [0, 1, 0, 0, 0] 0 3 \n", - "12 [2, 76, 45, 25, 53, 19] [0, 1, 0, 0, 0, 0] 0 2 \n", - "13 [56, 54, 13, 98] [0, 0, 0, 0] 1 3 \n", - "14 [49, 54, 39, 19, 22] [0, 0, 0, 0, 0] 1 1 \n", - "15 [39, 13, 25, 11, 50] [0, 0, 0, 0, 1] 1 2 \n", - "16 [32, 53, 2, 34] [0, 0, 0, 1] 0 1 \n", - "17 [49, 8, 5, 25, 89] [0, 0, 1, 0, 0] 1 1 \n", - "18 [39, 2, 53, 32, 19, 88] [1, 0, 0, 0, 0, 0] 0 1 \n", - "19 [88, 27, 68, 2, 34] [0, 0, 0, 0, 1] 0 2 \n", - "20 [49] [1] 0 1 \n", - "21 [49, 54, 8, 25, 39] [0, 0, 0, 0, 0] 1 10 \n", - "22 [49, 56, 54, 13, 25] [0, 0, 0, 0, 0] 1 6 \n", - "23 [39, 13, 54, 25, 56] [0, 0, 0, 0, 0] 1 2 \n", - "24 [39, 13, 50, 75] [0, 0, 1, 0] 1 3 \n", - "25 [32, 49, 56, 53, 88] [0, 1, 0, 0, 0] 0 1 \n", - "26 [25, 2, 53, 76, 39] [0, 0, 0, 1, 1] 0 1 \n", - "27 [2, 76, 53, 19, 25] [0, 1, 0, 0, 0] 0 4 \n", - "28 [32, 49, 56, 53, 25, 2, 39] [0, 1, 0, 0, 0, 0, 1] 0 1 \n", - "29 [76, 53] [1, 0] 0 1 \n", - "30 [39, 13, 11, 50] [0, 0, 0, 1] 1 3 \n", - "31 [49, 5, 54, 8, 21] [0, 1, 0, 0, 1] 1 1 \n", - "32 [49, 8, 39] [0, 0, 0] 1 1 \n", - "33 [68, 49, 23, 27, 25] [0, 1, 1, 0, 0] 0 2 \n", - "34 [21, 88, 25, 4, 45] [0, 0, 0, 0, 0] 0 1 \n", - "35 [39, 13, 50, 94] [0, 0, 1, 1] 1 2 \n", - "36 [2, 76, 45, 53, 19, 39] [0, 1, 0, 0, 0, 1] 0 1 \n", - "37 [39, 25, 2, 53, 32] [1, 0, 0, 0, 0] 0 3 \n", - "38 [32, 88, 53, 39] [0, 0, 0, 1] 0 1 \n", - "39 [19, 4, 21, 2, 45] [0, 0, 0, 0, 0] 0 3 \n", - "40 [11, 13, 56, 54] [0, 0, 0, 0] 1 3 \n", - "41 [32, 49, 56, 53, 25] [0, 1, 0, 0, 0] 0 6 \n", - "42 [76, 53, 19, 21, 48] [1, 0, 0, 0, 0] 0 1 \n", - "43 [88, 21, 48, 53] [0, 0, 0, 0] 0 1 \n", - "44 [39, 13, 50, 75, 11, 25, 81] [0, 0, 1, 0, 0, 0, 1] 1 1 \n", - "\n", - " Fitness Useful Accuracy Useful Coverage Accuracy Match Cover \\\n", - "0 0.848768 0.095037 26.149219 0.539741 541 \n", - "1 0.925808 0.208623 25.571094 0.597510 241 \n", - "2 0.775828 0.285008 15.546094 0.648649 111 \n", - "3 0.894849 0.186010 24.222656 0.600000 265 \n", - "4 0.813086 0.085887 24.898438 0.535088 570 \n", - "5 0.593107 0.028962 13.093750 0.522826 920 \n", - "6 0.607507 0.101219 11.937500 0.558333 240 \n", - "7 0.882409 0.163724 25.646875 0.574675 308 \n", - "8 0.915886 0.327145 19.934375 0.669355 124 \n", - "9 0.623752 0.067835 13.317187 0.525907 386 \n", - "10 0.845775 0.092799 26.084375 0.554196 572 \n", - "11 0.886232 0.172213 24.964844 0.593220 295 \n", - "12 0.900820 0.183143 25.559375 0.598592 284 \n", - "13 0.685897 0.048797 16.826562 0.516224 678 \n", - "14 0.960008 0.234398 26.942187 0.610619 226 \n", - "15 0.887841 0.178302 24.303125 0.582090 268 \n", - "16 0.776971 0.141494 17.800000 0.578125 256 \n", - "17 0.843257 0.223227 18.392187 0.604938 162 \n", - "18 0.763767 0.242800 15.391406 0.627907 129 \n", - "19 0.825660 0.171603 19.057813 0.592920 226 \n", - "20 0.735297 0.076918 18.332031 0.546392 485 \n", - "21 1.000000 0.154580 31.997656 0.570025 407 \n", - "22 0.866080 0.091735 26.967187 0.538062 578 \n", - "23 0.877932 0.081652 27.740625 0.532934 668 \n", - "24 0.919419 0.217245 23.313281 0.601896 211 \n", - "25 0.926002 0.224771 23.195313 0.619048 210 \n", - "26 1.000000 0.303824 22.693750 0.657895 152 \n", - "27 0.891032 0.160266 26.146875 0.587349 332 \n", - "28 0.646134 0.280313 11.295313 0.646341 82 \n", - "29 0.751515 0.076074 19.514063 0.545977 522 \n", - "30 0.889974 0.176607 24.880469 0.581227 277 \n", - "31 0.887026 0.297784 19.082812 0.642857 126 \n", - "32 0.919602 0.127637 28.238281 0.556322 435 \n", - "33 0.839813 0.356283 17.157813 0.683673 98 \n", - "34 0.910034 0.365237 19.563281 0.688073 109 \n", - "35 0.925299 0.255040 20.883594 0.621118 161 \n", - "36 0.761963 0.289678 15.089063 0.650943 106 \n", - "37 0.919421 0.224291 22.264063 0.618812 202 \n", - "38 0.843939 0.203237 18.875781 0.608466 189 \n", - "39 0.934435 0.449359 18.769531 0.729412 85 \n", - "40 0.704984 0.038977 18.535156 0.511230 935 \n", - "41 0.928854 0.212808 25.411719 0.613169 243 \n", - "42 0.512449 0.287758 5.656250 0.650000 40 \n", - "43 0.848828 0.430207 15.855469 0.720000 75 \n", - "44 0.721706 0.328006 13.178906 0.658228 79 \n", - "\n", - " Correct Cover Mean Absolute Error Prediction Outcome Range Probability \\\n", - "0 292 None None None \n", - "1 144 None None None \n", - "2 72 None None None \n", - "3 159 None None None \n", - "4 305 None None None \n", - "5 481 None None None \n", - "6 134 None None None \n", - "7 177 None None None \n", - "8 83 None None None \n", - "9 203 None None None \n", - "10 317 None None None \n", - "11 175 None None None \n", - "12 170 None None None \n", - "13 350 None None None \n", - "14 138 None None None \n", - "15 156 None None None \n", - "16 148 None None None \n", - "17 98 None None None \n", - "18 81 None None None \n", - "19 134 None None None \n", - "20 265 None None None \n", - "21 232 None None None \n", - "22 311 None None None \n", - "23 356 None None None \n", - "24 127 None None None \n", - "25 130 None None None \n", - "26 100 None None None \n", - "27 195 None None None \n", - "28 53 None None None \n", - "29 285 None None None \n", - "30 161 None None None \n", - "31 81 None None None \n", - "32 242 None None None \n", - "33 67 None None None \n", - "34 75 None None None \n", - "35 100 None None None \n", - "36 69 None None None \n", - "37 125 None None None \n", - "38 115 None None None \n", - "39 62 None None None \n", - "40 478 None None None \n", - "41 149 None None None \n", - "42 26 None None None \n", - "43 54 None None None \n", - "44 52 None None None \n", - "\n", - " Birth Iteration Specified Count Average Match Set Size \\\n", - "0 7511 6 225.202884 \n", - "1 6567 4 233.344723 \n", - "2 8985 3 156.074904 \n", - "3 9047 5 173.488661 \n", - "4 9615 5 225.199575 \n", - "5 9643 2 179.458557 \n", - "6 9737 3 140.745651 \n", - "7 9906 7 226.144668 \n", - "8 9913 4 222.416132 \n", - "9 9460 6 183.958493 \n", - "10 7701 3 204.127892 \n", - "11 7771 5 226.098739 \n", - "12 8050 6 226.154519 \n", - "13 8597 4 180.318384 \n", - "14 8601 5 212.566494 \n", - "15 9488 5 222.531292 \n", - "16 9616 4 202.513977 \n", - "17 9766 5 236.496503 \n", - "18 9959 6 187.348786 \n", - "19 9160 5 199.532302 \n", - "20 105 1 145.639271 \n", - "21 7157 5 231.534571 \n", - "22 7829 5 225.343278 \n", - "23 8429 5 207.995722 \n", - "24 8832 4 223.775875 \n", - "25 9905 5 183.651370 \n", - "26 9972 5 189.360151 \n", - "27 8383 5 214.873410 \n", - "28 8943 7 171.353748 \n", - "29 8954 2 215.430520 \n", - "30 9742 4 222.528889 \n", - "31 9651 5 215.403503 \n", - "32 9574 3 231.529788 \n", - "33 7908 5 156.655607 \n", - "34 9913 5 222.486496 \n", - "35 9916 4 228.788901 \n", - "36 9554 6 189.328863 \n", - "37 8727 5 175.863263 \n", - "38 7767 4 188.511832 \n", - "39 6133 5 196.696648 \n", - "40 3819 4 207.419074 \n", - "41 8764 5 163.526737 \n", - "42 9747 5 181.870265 \n", - "43 7867 4 179.784146 \n", - "44 9742 7 212.226103 \n", - "\n", - " Deletion Probabiilty \n", - "0 0.019338 \n", - "1 0.002939 \n", - "2 0.000586 \n", - "3 0.000565 \n", - "4 0.000807 \n", - "5 0.000882 \n", - "6 0.000675 \n", - "7 0.002989 \n", - "8 0.000708 \n", - "9 0.000860 \n", - "10 0.017590 \n", - "11 0.006694 \n", - "12 0.002928 \n", - "13 0.006898 \n", - "14 0.000646 \n", - "15 0.002923 \n", - "16 0.000760 \n", - "17 0.000818 \n", - "18 0.000715 \n", - "19 0.002818 \n", - "20 0.000577 \n", - "21 0.081673 \n", - "22 0.027307 \n", - "23 0.002763 \n", - "24 0.006386 \n", - "25 0.000578 \n", - "26 0.000552 \n", - "27 0.011248 \n", - "28 0.000773 \n", - "29 0.000836 \n", - "30 0.002916 \n", - "31 0.000708 \n", - "32 0.000734 \n", - "33 0.002175 \n", - "34 0.000713 \n", - "35 0.002883 \n", - "36 0.000724 \n", - "37 0.005019 \n", - "38 0.000651 \n", - "39 0.005523 \n", - "40 0.007720 \n", - "41 0.018477 \n", - "42 0.001035 \n", - "43 0.000617 \n", - "44 0.000857 \n" - ] - } - ], - "source": [ - "set_df = heros_alt.get_top_model_rules()\n", - "set_df.to_csv(output_folder+'/'+str(output_name)+'_top_model_rules.csv', index=False)\n", - "print(set_df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model = heros_alt.model_population.pop_set[0]\n", - "model.plot_rule_pop_heatmap(feature_names, heros_alt, weighting='useful_accuracy', specified_filter=None, display_micro=False, show=True, save=True, output_path=folder_path, data_name=output_name)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model.plot_rule_pop_network(feature_names, heros_alt, weighting=weighting, display_micro=display_micro, node_size=node_size, edge_size=edge_size, show=True, save=True, output_path=folder_path, data_name=output_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*** \n", - "# Performance on Test Set\n", - "\n", - "### Null" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.47552448 0.45637584 0.46575342 149\n", - " 1 0.54237288 0.56140351 0.55172414 171\n", - "\n", - " accuracy 0.51250000 320\n", - " macro avg 0.50894868 0.50888967 0.50873878 320\n", - "weighted avg 0.51124659 0.51250000 0.51169402 320\n", - "\n" - ] - } - ], - "source": [ - "predictions = heros_null.predict(X_test,top_rule_set=True)\n", - "print(classification_report(y_test, predictions, digits=8))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Alt" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.50000000 0.42281879 0.45818182 149\n", - " 1 0.55670103 0.63157895 0.59178082 171\n", - "\n", - " accuracy 0.53437500 320\n", - " macro avg 0.52835052 0.52719887 0.52498132 320\n", - "weighted avg 0.53029961 0.53437500 0.52957379 320\n", - "\n" - ] - } - ], - "source": [ - "predictions = heros_alt.predict(X_test,top_rule_set=True)\n", - "print(classification_report(y_test, predictions, digits=8))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.47619048 0.46979866 0.47297297 149\n", - " 1 0.54335260 0.54970760 0.54651163 171\n", - "\n", - " accuracy 0.51250000 320\n", - " macro avg 0.50977154 0.50975313 0.50974230 320\n", - "weighted avg 0.51208024 0.51250000 0.51227019 320\n", - "\n" - ] - } - ], - "source": [ - "predictions = heros_alt1.predict(X_test,top_rule_set=True)\n", - "print(classification_report(y_test, predictions, digits=8))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Get Prediction Probabilities\n", - "\n", - "### Null" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{0: 0.34615384615384615, 1: 0.6538461538461539} {0: 0.5, 1: 0.5}\n", - " {0: 0.21052631578947367, 1: 0.7894736842105263}\n", - " {0: 0.6666666666666666, 1: 0.3333333333333333}\n", - " {0: 0.5384615384615384, 1: 0.46153846153846156}\n", - " {0: 0.7142857142857143, 1: 0.2857142857142857}\n", - " {0: 0.3333333333333333, 1: 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0.9375, 1: 0.0625}\n", - " {0: 0.6666666666666666, 1: 0.3333333333333333}\n", - " {0: 0.8571428571428571, 1: 0.14285714285714285} {0: 0.15, 1: 0.85}\n", - " {0: 0.7142857142857143, 1: 0.2857142857142857}\n", - " {0: 0.3055555555555556, 1: 0.6944444444444444}\n", - " {0: 0.14285714285714285, 1: 0.8571428571428571}\n", - " {0: 0.6153846153846154, 1: 0.38461538461538464}\n", - " {0: 0.5172413793103449, 1: 0.4827586206896552} {0: 1.0, 1: 0.0}\n", - " {0: 0.6206896551724138, 1: 0.3793103448275862}\n", - " {0: 0.23333333333333334, 1: 0.7666666666666667} {0: 0.5, 1: 0.5}\n", - " {0: 0.3611111111111111, 1: 0.6388888888888888}\n", - " {0: 0.6363636363636364, 1: 0.36363636363636365}\n", - " {0: 0.22727272727272727, 1: 0.7727272727272727}\n", - " {0: 0.15789473684210525, 1: 0.8421052631578947}\n", - " {0: 0.7619047619047619, 1: 0.23809523809523808}\n", - " {0: 0.17647058823529413, 1: 0.8235294117647058}\n", - " {0: 0.2857142857142857, 1: 0.7142857142857143}\n", - " {0: 0.7272727272727273, 1: 0.2727272727272727}\n", - " {0: 0.9090909090909091, 1: 0.09090909090909091}\n", - " {0: 0.6666666666666666, 1: 0.3333333333333333}\n", - " {0: 0.6470588235294118, 1: 0.35294117647058826}\n", - " {0: 0.5333333333333333, 1: 0.4666666666666667}\n", - " {0: 0.14285714285714285, 1: 0.8571428571428571} {0: 0.9, 1: 0.1}\n", - " {0: 0.2, 1: 0.8} {0: 0.9285714285714286, 1: 0.07142857142857142}\n", - " {0: 0.7142857142857143, 1: 0.2857142857142857}\n", - " {0: 0.4444444444444444, 1: 0.5555555555555556}\n", - " {0: 0.42857142857142855, 1: 0.5714285714285714}\n", - " {0: 0.058823529411764705, 1: 0.9411764705882353}\n", - " {0: 0.3333333333333333, 1: 0.6666666666666666}\n", - " {0: 0.36363636363636365, 1: 0.6363636363636364}\n", - " {0: 0.19230769230769232, 1: 0.8076923076923077} {0: 0.2, 1: 0.8}\n", - " {0: 0.20689655172413793, 1: 0.7931034482758621}\n", - " {0: 0.23333333333333334, 1: 0.7666666666666667}\n", - " {0: 0.11764705882352941, 1: 0.8823529411764706}\n", - " {0: 0.8064516129032258, 1: 0.1935483870967742}\n", - " {0: 0.3888888888888889, 1: 0.6111111111111112}\n", - " {0: 0.8333333333333334, 1: 0.16666666666666666}\n", - " {0: 0.47619047619047616, 1: 0.5238095238095238} {0: 0.6, 1: 0.4}\n", - " {0: 0.2571428571428571, 1: 0.7428571428571429}\n", - " {0: 0.05263157894736842, 1: 0.9473684210526315}]\n" - ] - } - ], - "source": [ - "predictions = heros_alt1.predict_proba(X_test,top_rule_set=True)\n", - "print(predictions)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*** \n", - "# Learning Rate Comparison" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "top_models_null = heros_null.export_model_growth()\n", - "top_models_alt = heros_alt.export_model_growth()\n", - "top_models_alt1 = heros_alt1.export_model_growth()\n", - "plt.plot(top_models_null.index, top_models_null[\"Accuracy\"], label = \"Null\")\n", - "plt.plot(top_models_alt.index, top_models_alt[\"Accuracy\"], label = \"Alternative\")\n", - "plt.plot(top_models_alt1.index, top_models_alt1[\"Accuracy\"], label = \"Alternative\")\n", - "# Add labels and title\n", - "plt.xlabel('Iteration')\n", - "plt.ylabel(\"Accuracy\")\n", - "plt.title(f'{\"Top Model Accuracy\"} vs Iteration')\n", - "plt.legend(loc='lower right')\n", - "# Show plot\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/evaluation/.DS_Store b/evaluation/.DS_Store new file mode 100644 index 0000000..5b92f68 Binary files /dev/null and b/evaluation/.DS_Store differ diff --git a/evaluation/experiments/comparison_algs_scripts/README.md b/evaluation/experiments/comparison_algs_scripts/README.md new file mode 100644 index 0000000..f1fdb11 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/README.md @@ -0,0 +1,532 @@ +# Comparison Algorithms Setup & Execution Guide + +This directory contains scripts and configurations for running **BioHEL**, **BioHEL RPE**, and **RIPPER** algorithms on benchmark datasets for comparative evaluation against HEROS. + +## Overview + +This experimental pipeline enables: +- Cross-validation partitioned execution across multiple random seeds +- BioHEL training with optional RPE (Rule Post-processing Engine) extension +- RIPPER rule learning via the Wittgenstein Python package +- Automated result aggregation and statistical analysis +- HPC (High-Performance Computing) batch job submission and management +- Reproducible paper results with all commands documented in `run_commands.txt` + +## Algorithm Implementations + +### BioHEL (Bioinformatic Hierarchical Evolutionary Learning) + +**BioHEL** is an evolutionary algorithm-based learning classifier system optimized for bioinformatics applications but applicable to general classification tasks. + +#### Installation & Setup + +##### 1. Download BioHEL Source + +Visit: **https://ico2s.org/software/biohel.html** + +- Download the BioHEL source code package +- Extract the archive: + ```bash + tar -xzf biohel_source.tar.gz + cd biohel_source + ``` + +##### 2. Build C Binaries + +Follow the build instructions provided with BioHEL source (typically): + +```bash +# Check for build requirements (see INSTALL or README in source) +./configure +make +make install +``` + +**Common build dependencies** (adjust for your system): +```bash +# macOS +brew install gcc + +# Ubuntu/Debian +sudo apt-get install build-essential +``` + +After successful build, the `biohel` executable will be generated. + +##### 3. Install in Comparison Scripts Directory + +Once built, make the binary accessible to the comparison scripts: + +```bash +# Option A: Copy the binary to the comparison scripts directory +cp /path/to/built/biohel ./biohel + +# Option B: Create a symlink +ln -s /path/to/built/biohel ./biohel + +# Option C: Add binary location to your PATH +export PATH="/path/to/built:$PATH" +``` + +Verify installation: +```bash +./biohel --help +# or +which biohel +``` + +#### BioHEL Configuration + +Configuration is managed through `.conf` files. See `biohel_sample.conf` for an example with key parameters: + +- **Population parameters**: `pop size`, `prob crossover`, `prob individual mutation` +- **Fitness function**: MDL (Minimum Description Length) based +- **Hyperrectangle representation**: Used for rule generalization +- **GPU support**: CUDA configuration options available +- **Iterations & coverage**: Controlled via `iterations`, `coverage ratio` + +Modify configuration parameters in `.conf` files as needed for your experiments. + +### BioHEL RPE (Rule Post-processing Engine) + +BioHEL RPE provides post-training rule refinement and optimization. + +#### Installation & Setup + +##### 1. Download BioHEL RPE Source + +Visit: **http://ico2s.org/software/biohel-rpe.html** + +- Download the BioHEL RPE source code package +- Extract the archive: + ```bash + tar -xzf biohel_rpe_source.tar.gz + cd biohel_rpe_source + ``` + +##### 2. Build RPE Binary + +Follow the build instructions provided with BioHEL RPE source: + +```bash +./configure +make +make install +``` + +##### 3. Install in Comparison Scripts Directory + +Make the `postprocess` executable accessible: + +```bash +# Option A: Copy the binary +cp /path/to/built/postprocess ./postprocess + +# Option B: Create a symlink +ln -s /path/to/built/postprocess ./postprocess + +# Option C: Add to PATH +export PATH="/path/to/built:$PATH" +``` + +Verify installation: +```bash +./postprocess --help +# or +which postprocess +``` + +#### Using BioHEL RPE + +Enable RPE post-processing in job scripts with the `--enable_rpe` flag: + +```bash +python job_biohel_hpc.py \ + --d \ + --o \ + --enable_rpe +``` + +RPE refines discovered rules for improved interpretability and performance. Configuration is managed through `postprocess.conf`. + +### RIPPER (Repeated Incremental Pruning to Produce Error Reduction) + +**RIPPER** is a classic rule-learning algorithm implemented via the **Wittgenstein** Python package. + +#### Installation + +Install the Wittgenstein package using pip: + +```bash +pip install wittgenstein +``` + +Verify installation: +```bash +python -c "import wittgenstein; print(wittgenstein.__version__)" +``` + +This provides a Python interface to RIPPER, enabling rule-based classification with minimal overhead and cross-platform compatibility. + +#### RIPPER Configuration + +RIPPER is configured through command-line arguments in job scripts: +- `--verbosity`: Control output verbosity (0 = minimal, higher = verbose) +- Dataset labels: outcome label, instance ID, excluded columns +- Random seed management for reproducibility + +No additional binary installation required—Wittgenstein handles all RIPPER functionality in Python. + +## Directory Structure + +``` +comparison_algs_scripts/ +├── README.md # This file +├── run_commands.txt # All commands needed to reproduce paper results +├── biohel_sample.conf # Example BioHEL configuration file +├── postprocess.conf # BioHEL RPE configuration +│ +├── Executables (must be built and placed here): +├── biohel # BioHEL binary (built from source) +├── postprocess # BioHEL RPE binary (built from source) +│ +├── Job submission scripts (HPC LSF): +├── job_biohel_hpc.py # Single BioHEL job (single dataset fold) +├── job_ripper_hpc.py # Single RIPPER job (single dataset fold) +├── job_biohel_sum_hpc.py # BioHEL aggregation job +├── job_ripper_sum_hpc.py # RIPPER aggregation job +├── job_sum_table_hpc.py # Final results table generation +│ +├── Runner scripts (generate & submit batch jobs): +├── run_biohel_hpc.py # Submit BioHEL jobs across CV folds & seeds +├── run_ripper_hpc.py # Submit RIPPER jobs across CV folds & seeds +├── run_biohel_sum_hpc.py # Submit BioHEL summary job +├── run_ripper_sum_hpc.py # Submit RIPPER summary job +│ +├── Utilities: +├── cleanup_hpc_artifacts.py # Remove scratch files and logs +├── check_failed_jobs.py # Monitor job completion status +│ +└── stats_scripts/ # Statistical comparison scripts + ├── combine_heros_for_stats.py # Aggregate HEROS results + └── job_statistical_test.py # Wilcoxon signed-rank tests +``` + +## Prerequisites + +Before running experiments, ensure all of the following are installed and configured: + +### 1. Python Environment +- **Python 3.7+** installed +- Required Python package: + ```bash + pip install wittgenstein + ``` + +### 2. BioHEL Binary +- Build from source: https://ico2s.org/software/biohel.html +- Place executable as `./biohel` or add to PATH +- Verify with: `./biohel --help` + +### 3. BioHEL RPE Binary (Optional, for RPE post-processing) +- Build from source: http://ico2s.org/software/biohel-rpe.html +- Place executable as `./postprocess` or add to PATH +- Verify with: `./postprocess --help` + +### 4. Data Preparation +- Input data should be in tab-separated format (`.txt`) +- Cross-validation partitions should be created first using the CV partitioning script +- Dataset must have: outcome/class column, instance ID column, optionally excluded columns + +### 5. HPC System Access (if running on cluster) +- LSF (Load Sharing Facility) or compatible job scheduler +- Access to shared storage for data and output + +## Workflow: From Data to Results + +### Step 1: Run BioHEL Training + +#### Option A: Single Debug Run (Local, No HPC) + +For testing on a single fold without HPC submission: + +```bash +python job_biohel_hpc.py \ + --d \ + --o \ + --ol \ + --il \ + --el \ + --rs \ + --enable_rpe \ + --v +``` + +#### Option B: Full Batch Submission (HPC/LSF) + +Submit BioHEL jobs across all CV folds and random seeds: + +```bash +python run_biohel_hpc.py \ + --d \ + --w \ + --o \ + --ol \ + --il \ + --el \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --enable_rpe +``` + +**Parameters**: +- `--d`: CV data directory or single training file +- `--w`: Output workspace root +- `--o`: Output subdirectory name +- `--ol`: Column name of outcome/class label +- `--il`: Column name of instance IDs +- `--el`: Excluded column name (e.g., experimental group identifier) +- `--rc`: Resource controller (LSF for HPC) +- `--rm`: Memory request (GB) +- `--q`: HPC queue name +- `--cv`: Number of CV folds +- `--r`: Number of random seeds/replicates +- `--enable_rpe`: Enable BioHEL RPE post-processing + +### Step 3: Run RIPPER Training + +#### Option A: Single Debug Run (Local, No HPC) + +For testing on a single fold without HPC submission: + +```bash +python job_ripper_hpc.py \ + --d \ + --o \ + --ol \ + --il \ + --el \ + --rs \ + --verbosity 0 \ + --v +``` + +#### Option B: Full Batch Submission (HPC/LSF) + +Submit RIPPER jobs across all CV folds and random seeds: + +```bash +python run_ripper_hpc.py \ + --d \ + --w \ + --o \ + --ol \ + --il \ + --el \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --verbosity 0 +``` + +**Parameters**: Same as BioHEL except: +- `--verbosity`: Output verbosity level (0 = minimal, 1+ = verbose) +- No `--enable_rpe` option (RIPPER doesn't use post-processing) + +### Step 4: Aggregate Results + +Once individual training jobs complete, aggregate results across all folds and seeds. + +#### Aggregate BioHEL Results + +```bash +python run_biohel_sum_hpc.py \ + --w \ + --o \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 +``` + +#### Aggregate RIPPER Results + +```bash +python run_ripper_sum_hpc.py \ + --w \ + --o \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --plots +``` + +### Step 5: Generate Paper Results Tables + +Generate comparative performance tables comparing all algorithms: + +```bash +python job_sum_table_hpc.py \ + --biohel_root \ + --ripper_root \ + --out +``` + +### Step 6: Statistical Analysis (Optional) + +Compare HEROS baseline against BioHEL and RIPPER using Wilcoxon signed-rank tests: + +```bash +# Combine HEROS results +python stats_scripts/combine_heros_for_stats.py \ + --root \ + --outdir \ + --outname combined_heros_cv_default_runs_long.csv + +# Run statistical tests +python stats_scripts/job_statistical_test.py \ + --heros_csv \ + --other_csv \ + --outdir \ + --prefix heros_baseline_wilcoxon \ + --alpha 0.05 +``` + +## Reproducing Paper Results + +### Quick Reference: Complete Experiment Workflow + +```bash +# 1. Create CV folds (prerequisite, shared across all algorithms) +python ../cv_partitioning/run_CV_Partitioner.py ... + +# 2. Submit BioHEL training jobs +python run_biohel_hpc.py ... + +# 3. Submit RIPPER training jobs +python run_ripper_hpc.py ... + +# 4. Wait for all jobs to complete +python check_failed_jobs.py + +# 5. Aggregate results +python run_biohel_sum_hpc.py ... +python run_ripper_sum_hpc.py ... + +# 6. Generate paper tables +python job_sum_table_hpc.py ... + +# 7. Optional: Statistical significance testing +python stats_scripts/job_statistical_test.py ... + +# 8. Optional: Cleanup scratch files +python cleanup_hpc_artifacts.py --w --yes +``` + +### All Experiment Commands + +**All commands needed to reproduce the exact paper results are documented in `run_commands.txt`.** + +This file contains the complete, tested pipeline including: +- CV fold creation commands with exact dataset paths +- BioHEL debug runs and full training pipelines (multiplexer and GAMETES datasets) +- RIPPER debug runs and full training pipelines +- Result aggregation steps +- Paper table generation +- Statistical significance testing +- Optional cleanup commands + +**Always reference `run_commands.txt` for the authoritative commands used in the paper.** + +## Monitoring and Troubleshooting + +### Check Job Status + +```bash +# List all current jobs +bjobs + +# Check specific queue +bqueues + +# List failed jobs +python check_failed_jobs.py +``` + +### BioHEL Binary Not Found + +```bash +# Verify BioHEL was built successfully +./biohel --help + +# Check if binary is in PATH +which biohel + +# If not found, build from source and create symlink or copy to this directory +ln -s /path/to/built/biohel ./biohel +``` + +### RIPPER/Wittgenstein Import Errors + +```bash +# Reinstall or upgrade Wittgenstein +pip install --upgrade wittgenstein + +# Verify installation +python -c "import wittgenstein; print('OK')" +``` + +### BioHEL RPE Errors (Optional) + +If using `--enable_rpe`: + +```bash +# Verify postprocess binary exists and is executable +./postprocess --help + +# Check postprocess.conf for correct configuration +cat postprocess.conf +``` + +### HPC Job Failures + +- Check job logs in the output directory +- Verify memory and time requirements match queue limits +- Ensure dataset labels (`--ol`, `--il`, `--el`) are consistent across runs +- Use `check_failed_jobs.py` to identify which folds/seeds failed +- Check shared storage accessibility and permissions + +### CV Fold Mismatch + +- Ensure CV folds are created with matching parameters across algorithms +- Verify dataset labels are consistent between CV partitioning and training +- Check file paths in `run_commands.txt` match your environment + +Statistical analysis uses Wilcoxon signed-rank tests for paired comparisons. + +## References + +- **BioHEL**: https://ico2s.org/software/biohel.html +- **BioHEL RPE**: http://ico2s.org/software/biohel-rpe.html +- **Wittgenstein (RIPPER Python package)**: https://github.com/imoscovitz/wittgenstein +- **RIPPER Original Paper**: Cohen, W.W. (1995). Fast Effective Rule Induction. In *Proceedings of the 12th International Conference on Machine Learning (ICML)* + +For HEROS training, see parent `../` directory for HEROS-specific runners. + +## Contact & Support + +For issues with: +- **BioHEL**: See https://ico2s.org/software/biohel.html +- **BioHEL RPE**: See http://ico2s.org/software/biohel-rpe.html +- **RIPPER/Wittgenstein**: See https://github.com/imoscovitz/wittgenstein +- **This pipeline**: Check `run_commands.txt` for exact commands and refer to script documentation + +--- diff --git a/evaluation/experiments/comparison_algs_scripts/biohel b/evaluation/experiments/comparison_algs_scripts/biohel new file mode 100755 index 0000000..0a8f9fd Binary files /dev/null and b/evaluation/experiments/comparison_algs_scripts/biohel differ diff --git a/evaluation/experiments/comparison_algs_scripts/biohel_sample.conf b/evaluation/experiments/comparison_algs_scripts/biohel_sample.conf new file mode 100644 index 0000000..a0a99c9 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/biohel_sample.conf @@ -0,0 +1,36 @@ +crossover operator 1px +default class major +fitness function mdl +initialization min classifiers 20 +initialization max classifiers 20 +iterations 50 +mdl initial tl ratio 0.25 +mdl iteration 10 +mdl weight relax factor 0.90 +pop size 500 +prob crossover 0.6 +prob individual mutation 0.6 +prob one 0.75 +selection algorithm tournamentwor +tournament size 4 +windowing ilas 1 +dump evolution stats +smart init +class wise init +coverage breakpoint 0.01 +repetitions of rule learning 2 +coverage ratio 0.90 + +kr hyperrect +num expressed attributes init 15 +hyperrectangle uses list of attributes +prob generalize list 0.10 +prob specialize list 0.10 + +expected number of attributes 10 + +device selected 0 +device memory used 1.0 +cuda enabled + +random seed 0 \ No newline at end of file diff --git a/evaluation/experiments/comparison_algs_scripts/check_failed_jobs.py b/evaluation/experiments/comparison_algs_scripts/check_failed_jobs.py new file mode 100644 index 0000000..6a6dd11 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/check_failed_jobs.py @@ -0,0 +1,308 @@ +#!/usr/bin/env python3 +""" +check_failed_jobs.py + +Scan an HPC log folder for failed jobs by inspecting stdout/stderr log files. + +Typical layout: + logs/ + jobA.o + jobA.e + jobB.out + jobB.err + slurm-12345.out + +Heuristics: + - If stderr is non-empty and contains error keywords => failed + - If stdout/stderr contain fatal keywords => failed + - If stdout lacks any "success marker" (optional) but contains crash keywords => failed + - Detect common scheduler failure messages + +Outputs: + - Human-readable summary to stdout + - Optional JSON report for downstream tooling + +Usage: + python check_failed_jobs.py --log-dir /path/to/logs --json report.json + python check_failed_jobs.py --log-dir logs --pair-suffixes .o .e +""" + +from __future__ import annotations + +import argparse +import json +import os +import re +from dataclasses import dataclass, asdict +from pathlib import Path +from typing import Dict, List, Optional, Tuple + + +# --- Tune these to your environment --- +DEFAULT_ERROR_KEYWORDS = [ + # Python / general + r"Traceback \(most recent call last\):", + r"\bException\b", + r"\bERROR\b", + r"\bFATAL\b", + r"\bFatal\b", + r"\bSegmentation fault\b", + r"\bcore dumped\b", + r"\bout of memory\b", + r"\bOOM\b", + r"\bKilled\b", + r"\bkilled by signal\b", + r"\bCUDA error\b", + r"\bCUBLAS\b", + r"\bCUDNN\b", + r"\bnvcc\b.*error", + # LSF + r"\bExited with exit code\b", + r"\bTERM_(MEMLIMIT|RUNLIMIT|CPULIMIT)\b", + r"\bMEMLIMIT\b", + r"\bRun time exceeded\b", + r"\bJob killed\b", + # Slurm + r"\bslurmstepd:\b.*error", + r"\bCANCELLED\b", + r"\bOUT_OF_MEMORY\b", + r"\bTIMEOUT\b", + r"\bNODE_FAIL\b", + r"\bFAILED\b", + # PBS/Torque + r"\bPBS:\b.*Killed", + r"\bjob killed\b", +] + +DEFAULT_SUCCESS_MARKERS = [ + # Put something your jobs print on success (recommended) + r"\bTRAINING COMPLETE\b", + r"\bDONE\b", + r"\bCompleted successfully\b", +] + + +@dataclass +class LogFinding: + job_key: str + stdout_path: Optional[str] + stderr_path: Optional[str] + status: str # "failed" | "suspect" | "ok" + reasons: List[str] + + +def read_tail(path: Path, max_bytes: int = 200000) -> str: + """ + Read up to max_bytes from the end of a file (fast for big logs). + """ + try: + size = path.stat().st_size + with path.open("rb") as f: + if size > max_bytes: + f.seek(-max_bytes, os.SEEK_END) + data = f.read() + # decode with replacement to avoid crashes on binary junk + return data.decode("utf-8", errors="replace") + except FileNotFoundError: + return "" + except Exception as e: + return f"<>" + + +def compile_patterns(patterns: List[str]) -> List[re.Pattern]: + return [re.compile(p, flags=re.IGNORECASE | re.MULTILINE) for p in patterns] + + +def matches_any(text: str, pats: List[re.Pattern]) -> List[str]: + hits = [] + for p in pats: + if p.search(text): + hits.append(p.pattern) + return hits + + +def group_logs( + log_dir: Path, + pair_suffixes: Tuple[str, str], + extra_stdout_suffixes: Tuple[str, ...] = (".out", ".o", ".stdout"), + extra_stderr_suffixes: Tuple[str, ...] = (".err", ".e", ".stderr"), +) -> Dict[str, Dict[str, Path]]: + """ + Group logs by a "job_key" derived from filename minus suffix. + + Examples: + foo.o + foo.e => job_key="foo" + slurm-12345.out (no matching err) => job_key="slurm-12345" + """ + groups: Dict[str, Dict[str, Path]] = {} + + # Suffix sets for detection + stdout_sufs = set(extra_stdout_suffixes) + stderr_sufs = set(extra_stderr_suffixes) + + for p in log_dir.iterdir(): + if not p.is_file(): + continue + + suf = p.suffix + name = p.name + + # Handle double suffix like .o123? (rare) - skip complexity unless needed + if suf in stdout_sufs: + key = name[: -len(suf)] + groups.setdefault(key, {})["stdout"] = p + elif suf in stderr_sufs: + key = name[: -len(suf)] + groups.setdefault(key, {})["stderr"] = p + else: + # Also accept common scheduler default names like "slurm-12345.out" + # which already matches ".out" above; anything else ignored. + continue + + # If user gave explicit pair suffixes, ensure those are preferred when present + out_suf, err_suf = pair_suffixes + for p in log_dir.iterdir(): + if not p.is_file(): + continue + if p.name.endswith(out_suf): + key = p.name[: -len(out_suf)] + groups.setdefault(key, {})["stdout"] = p + if p.name.endswith(err_suf): + key = p.name[: -len(err_suf)] + groups.setdefault(key, {})["stderr"] = p + + return groups + + +def classify_job( + job_key: str, + stdout_path: Optional[Path], + stderr_path: Optional[Path], + error_pats: List[re.Pattern], + success_pats: List[re.Pattern], + max_bytes: int, + treat_nonempty_stderr_as_suspect: bool = True, +) -> LogFinding: + reasons: List[str] = [] + + stdout_txt = read_tail(stdout_path, max_bytes=max_bytes) if stdout_path else "" + stderr_txt = read_tail(stderr_path, max_bytes=max_bytes) if stderr_path else "" + + # Keyword hits + err_hits = matches_any(stdout_txt + "\n" + stderr_txt, error_pats) + if err_hits: + reasons.append(f"Matched error patterns: {', '.join(err_hits[:8])}" + (" ..." if len(err_hits) > 8 else "")) + + # Success markers (optional) + success_hits = matches_any(stdout_txt, success_pats) if success_pats else [] + has_success = bool(success_hits) + + # stderr non-empty heuristic + stderr_nonempty = bool(stderr_txt.strip()) if stderr_path else False + if stderr_nonempty and treat_nonempty_stderr_as_suspect: + # Avoid false positives from harmless warnings; keep it as "suspect" unless error keywords hit. + reasons.append("stderr is non-empty") + + # Determine status + if err_hits: + status = "failed" + elif stderr_nonempty and treat_nonempty_stderr_as_suspect and not has_success: + status = "suspect" + reasons.append("no success marker found in stdout") + else: + status = "ok" + if has_success: + reasons.append(f"Found success marker(s): {', '.join(success_hits[:5])}") + + return LogFinding( + job_key=job_key, + stdout_path=str(stdout_path) if stdout_path else None, + stderr_path=str(stderr_path) if stderr_path else None, + status=status, + reasons=reasons, + ) + + +def main() -> int: + ap = argparse.ArgumentParser(description="Scan HPC log directory for failed jobs.") + ap.add_argument("--log-dir", required=True, help="Folder containing job logs") + ap.add_argument("--pair-suffixes", nargs=2, default=[".o", ".e"], help="Preferred stdout/stderr suffixes (e.g. .out .err or .o .e)") + ap.add_argument("--max-bytes", type=int, default=200000, help="Read up to this many bytes from end of each log file") + ap.add_argument("--json", dest="json_path", default=None, help="Write JSON report to this path") + ap.add_argument("--success-marker", action="append", default=None, help="Regex for success marker in stdout (repeatable)") + ap.add_argument("--error-keyword", action="append", default=None, help="Regex for error keyword (repeatable)") + ap.add_argument("--strict-stderr", action="store_true", help="Treat any non-empty stderr as failed (instead of suspect)") + args = ap.parse_args() + + log_dir = Path(args.log_dir).expanduser().resolve() + if not log_dir.exists() or not log_dir.is_dir(): + raise SystemExit(f"Log dir does not exist or is not a directory: {log_dir}") + + error_patterns = args.error_keyword if args.error_keyword else DEFAULT_ERROR_KEYWORDS + success_patterns = args.success_marker if args.success_marker is not None else DEFAULT_SUCCESS_MARKERS + + error_pats = compile_patterns(error_patterns) + success_pats = compile_patterns(success_patterns) if success_patterns else [] + + groups = group_logs(log_dir, pair_suffixes=(args.pair_suffixes[0], args.pair_suffixes[1])) + + findings: List[LogFinding] = [] + for job_key, paths in sorted(groups.items()): + stdout_p = paths.get("stdout") + stderr_p = paths.get("stderr") + finding = classify_job( + job_key=job_key, + stdout_path=stdout_p, + stderr_path=stderr_p, + error_pats=error_pats, + success_pats=success_pats, + max_bytes=args.max_bytes, + treat_nonempty_stderr_as_suspect=not args.strict_stderr, + ) + findings.append(finding) + + failed = [f for f in findings if f.status == "failed"] + suspect = [f for f in findings if f.status == "suspect"] + ok = [f for f in findings if f.status == "ok"] + + print(f"Scanned: {log_dir}") + print(f"Jobs found: {len(findings)} | failed: {len(failed)} | suspect: {len(suspect)} | ok: {len(ok)}") + print() + + def print_block(title: str, items: List[LogFinding]) -> None: + if not items: + return + print(title) + print("-" * len(title)) + for f in items: + print(f"* {f.job_key}") + if f.stdout_path: + print(f" stdout: {f.stdout_path}") + if f.stderr_path: + print(f" stderr: {f.stderr_path}") + for r in f.reasons[:6]: + print(f" - {r}") + if len(f.reasons) > 6: + print(" - ...") + print() + + print_block("FAILED", failed) + print_block("SUSPECT (review)", suspect) + + if args.json_path: + out = { + "log_dir": str(log_dir), + "counts": {"total": len(findings), "failed": len(failed), "suspect": len(suspect), "ok": len(ok)}, + "findings": [asdict(f) for f in findings], + } + json_path = Path(args.json_path).expanduser().resolve() + json_path.parent.mkdir(parents=True, exist_ok=True) + json_path.write_text(json.dumps(out, indent=2)) + print(f"Wrote JSON report: {json_path}") + + # exit code for CI-style usage + return 2 if failed else (1 if suspect else 0) + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/evaluation/experiments/comparison_algs_scripts/cleanup_hpc_artifacts.py b/evaluation/experiments/comparison_algs_scripts/cleanup_hpc_artifacts.py new file mode 100644 index 0000000..415cb96 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/cleanup_hpc_artifacts.py @@ -0,0 +1,96 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import argparse +import os +from pathlib import Path +from typing import Iterable, List, Tuple + + +DEFAULT_LOG_GLOBS = [ + "*.o", "*.e", "*.out", "*.err", "*.log", + "slurm-*.out", "slurm-*.err", +] +DEFAULT_SCRATCH_GLOBS = [ + "*_run.sh", "*.sh", +] + + +def _collect_files(base: Path, subdir: str, globs: List[str]) -> List[Path]: + p = base / subdir + if not p.exists() or not p.is_dir(): + return [] + files: List[Path] = [] + for g in globs: + files.extend(sorted(p.glob(g))) + # de-dupe while preserving order + seen = set() + uniq = [] + for f in files: + if f not in seen and f.is_file(): + seen.add(f) + uniq.append(f) + return uniq + + +def _delete(files: Iterable[Path], dry_run: bool) -> Tuple[int, int]: + deleted = 0 + failed = 0 + for f in files: + try: + if dry_run: + print(f"[dry-run] rm {f}") + else: + f.unlink() + print(f"rm {f}") + deleted += 1 + except Exception as e: + failed += 1 + print(f"[WARN] failed to delete {f}: {e}") + return deleted, failed + + +def main(): + ap = argparse.ArgumentParser(description="Remove HPC scratch .sh scripts and log files under a writepath.") + ap.add_argument("--w", dest="writepath", type=str, required=True, + help="Writepath containing scratch/ and logs/ (e.g., /project/.../output_shared/ripper_gecco)") + ap.add_argument("--dry_run", action="store_true", help="Print what would be deleted without deleting.") + ap.add_argument("--yes", action="store_true", help="Do not prompt (non-interactive).") + + ap.add_argument("--no_logs", action="store_true", help="Skip deleting logs/") + ap.add_argument("--no_scratch", action="store_true", help="Skip deleting scratch/") + + args = ap.parse_args() + + writepath = Path(args.writepath).expanduser().resolve() + if not writepath.exists(): + raise FileNotFoundError(f"writepath not found: {writepath}") + + log_files = [] if args.no_logs else _collect_files(writepath, "logs", DEFAULT_LOG_GLOBS) + scratch_files = [] if args.no_scratch else _collect_files(writepath, "scratch", DEFAULT_SCRATCH_GLOBS) + + total = len(log_files) + len(scratch_files) + print(f"Target writepath: {writepath}") + print(f"Found {len(scratch_files)} scratch file(s) to delete in {writepath/'scratch'}") + print(f"Found {len(log_files)} log file(s) to delete in {writepath/'logs'}") + print(f"Total: {total}") + + if total == 0: + print("Nothing to delete.") + return 0 + + if not args.yes and not args.dry_run: + resp = input("Proceed with deletion? (y/N): ").strip().lower() + if resp not in ("y", "yes"): + print("Cancelled.") + return 0 + + d1, f1 = _delete(scratch_files, args.dry_run) + d2, f2 = _delete(log_files, args.dry_run) + + print(f"Deleted: {d1 + d2}, Failed: {f1 + f2}") + return 0 if (f1 + f2) == 0 else 2 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/evaluation/experiments/comparison_algs_scripts/job_biohel_hpc.py b/evaluation/experiments/comparison_algs_scripts/job_biohel_hpc.py new file mode 100644 index 0000000..06f0149 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/job_biohel_hpc.py @@ -0,0 +1,576 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import os +import sys +import re +import json +import time +import argparse +import subprocess +from dataclasses import dataclass +from pathlib import Path +from typing import Dict, List, Optional, Tuple + +import numpy as np +import pandas as pd + + +# ----------------------------- +# ARFF + config +# ----------------------------- +def load_df(path: str) -> pd.DataFrame: + return pd.read_csv(path, sep="\t") + + +def build_feature_names(df: pd.DataFrame, outcome_label: str, instanceID_label: str, excluded_column: str) -> List[str]: + cols = list(df.columns) + for c in [excluded_column, instanceID_label]: + if c in cols: + cols.remove(c) + if outcome_label in cols: + cols.remove(outcome_label) + return cols + + +def infer_arff_schema(train_df: pd.DataFrame, feature_names: List[str], outcome_label: str) -> Tuple[Dict[str, List[int]], List[int]]: + """ + Infer ARFF nominal domains from TRAIN ONLY (prevents test peeking and guarantees consistent schema). + Returns: + feat_domains: dict feat -> sorted list of allowed int values + class_domain: sorted list of allowed int class values + """ + feat_domains: Dict[str, List[int]] = {} + for feat in feature_names: + vals = sorted(pd.Series(train_df[feat]).dropna().astype(int).unique().tolist()) + feat_domains[feat] = vals + + class_domain = sorted(pd.Series(train_df[outcome_label]).dropna().astype(int).unique().tolist()) + return feat_domains, class_domain + + +def write_arff_with_schema( + df: pd.DataFrame, + feature_names: List[str], + outcome_label: str, + filename: Path, + relation_name: str, + feat_domains: Dict[str, List[int]], + class_domain: List[int], + unknown_as_missing: bool = True, +) -> None: + """ + Write ARFF using a fixed schema (domains), typically inferred from TRAIN. + If unknown_as_missing=True, any value not in the domain is written as '?'. + """ + with open(filename, "w") as f: + f.write(f"@RELATION {relation_name}\n\n") + + for feat in feature_names: + dom = feat_domains[feat] + value_str = ",".join(map(str, dom)) + f.write(f"@ATTRIBUTE {feat} {{{value_str}}}\n") + + class_str = ",".join(map(str, class_domain)) + f.write(f"@ATTRIBUTE {outcome_label} {{{class_str}}}\n\n") + + f.write("@DATA\n") + for _, row in df.iterrows(): + vals_out: List[str] = [] + for feat in feature_names: + v = int(row[feat]) + if v in feat_domains[feat]: + vals_out.append(str(v)) + else: + if unknown_as_missing: + vals_out.append("?") + else: + raise ValueError(f"Value {v} for feature '{feat}' not in TRAIN domain {feat_domains[feat]}") + + y = int(row[outcome_label]) + if y in class_domain: + vals_out.append(str(y)) + else: + if unknown_as_missing: + vals_out.append("?") + else: + raise ValueError(f"Class value {y} not in TRAIN class domain {class_domain}") + + f.write(",".join(vals_out) + "\n") + + +# Wrong: this peeks at test data to infer schema, which is not allowed. +def convert_to_arff(df: pd.DataFrame, feature_names: List[str], outcome_label: str, filename: Path, relation_name: str) -> None: + with open(filename, "w") as f: + f.write(f"@RELATION {relation_name}\n\n") + + for feat in feature_names: + unique_values = sorted(df[feat].unique()) + value_str = ",".join(map(str, [int(v) for v in unique_values])) + f.write(f"@ATTRIBUTE {feat} {{{value_str}}}\n") + + class_values = sorted(df[outcome_label].unique()) + class_str = ",".join(map(str, [int(v) for v in class_values])) + f.write(f"@ATTRIBUTE {outcome_label} {{{class_str}}}\n\n") + + f.write("@DATA\n") + for _, row in df.iterrows(): + vals = [str(int(row[feat])) for feat in feature_names] + vals.append(str(int(row[outcome_label]))) + f.write(",".join(vals) + "\n") + + +def create_biohel_config(output_path: Path, seed: int) -> None: + config_content = f"""crossover operator 1px +default class major +fitness function mdl +initialization min classifiers 20 +initialization max classifiers 20 +iterations 1000 +mdl initial tl ratio 0.25 +mdl iteration 10 +mdl weight relax factor 0.90 +pop size 1000 +prob crossover 0.6 +prob individual mutation 0.6 +prob one 0.75 +selection algorithm tournamentwor +tournament size 5 +windowing ilas 1 +dump evolution stats +smart init +class wise init +coverage breakpoint 0.01 +repetitions of rule learning 2 +coverage ratio 0.90 +kr hyperrect +num expressed attributes init 15 +hyperrectangle uses list of attributes +prob generalize list 0.10 +prob specialize list 0.10 +expected number of attributes 10 +random seed {seed} +""" + output_path.write_text(config_content) + + +# ----------------------------- +# Rule parsing + application +# Supports: +# - BioHEL phenotype lines: "0:Att A_0 is 1|...|1" +# - RPE ruleset lines: "Att A_0 is 1|...|1" +# - Default rule: "Default rule -> 0" +# ----------------------------- +@dataclass(frozen=True) +class ParsedRule: + order: int + conditions: Dict[str, int] + prediction: int + is_default: bool = False + + +_COND_RE = re.compile(r"Att\s+([A-Za-z0-9_]+)\s+is\s+([-+]?\d+)") +_DEFAULT_RE = re.compile(r"^\s*(?:\d+:)?\s*Default rule\s*->\s*([-+]?\d+)\s*$", re.IGNORECASE) +_PREFIX_RE = re.compile(r"^\s*\d+\s*:\s*") + + +def parse_ruleset_lines(lines: List[str]) -> Tuple[List[ParsedRule], Optional[ParsedRule]]: + rules: List[ParsedRule] = [] + default_rule: Optional[ParsedRule] = None + + order = 0 + for raw in lines: + line = raw.strip() + if not line: + continue + + mdef = _DEFAULT_RE.match(line) + if mdef: + default_rule = ParsedRule(order=10**9, conditions={}, prediction=int(mdef.group(1)), is_default=True) + continue + + # strip "0:" prefix if present + line = _PREFIX_RE.sub("", line) + + parts = [p.strip() for p in line.split("|") if p.strip()] + if not parts: + continue + + try: + pred = int(parts[-1]) + except ValueError: + continue + + cond_text = "|".join(parts[:-1]) + conds: Dict[str, int] = {} + for feat, val in _COND_RE.findall(cond_text): + conds[feat] = int(val) + + rules.append(ParsedRule(order=order, conditions=conds, prediction=pred, is_default=False)) + order += 1 + + return rules, default_rule + + +def apply_ruleset_predict(df: pd.DataFrame, rules: List[ParsedRule], default_rule: Optional[ParsedRule], + excluded_columns: List[str]) -> Tuple[np.ndarray, np.ndarray]: + """ + Returns: + y_pred: predicted labels for ALL instances (default fills uncovered) + covered: boolean array True if covered by ANY non-default rule + """ + X = df.drop(columns=[c for c in excluded_columns if c in df.columns], errors="ignore") + n = len(X) + covered = np.zeros(n, dtype=bool) + + # initialize with default prediction + if default_rule is None: + # If absent, choose the most frequent class in the data if Class exists; else 0 + default_pred = int(df["Class"].mode().iloc[0]) if "Class" in df.columns and not df["Class"].mode().empty else 0 + else: + default_pred = default_rule.prediction + + y_pred = np.full(n, default_pred, dtype=int) + + # apply in order: first match wins (typical ruleset semantics) + undecided = np.ones(n, dtype=bool) + + for r in sorted(rules, key=lambda rr: rr.order): + if not r.conditions: + # condition-less rule matches everything still undecided + hit = undecided.copy() + else: + hit = undecided.copy() + for feat, val in r.conditions.items(): + if feat not in X.columns: + hit &= False + break + hit &= (X[feat].astype(int).values == int(val)) + + if hit.any(): + y_pred[hit] = int(r.prediction) + covered[hit] = True + undecided[hit] = False + + if not undecided.any(): + break + + return y_pred, covered + + +def coverage_from_covered(covered: np.ndarray) -> float: + return float(np.mean(covered)) if covered.size else float("nan") + + +# ----------------------------- +# BioHEL output extraction +# ----------------------------- +def extract_phenotype_rules(stdout: str) -> List[str]: + lines = stdout.splitlines() + out: List[str] = [] + in_pheno = False + for ln in lines: + if ln.startswith("Phenotype:"): + in_pheno = True + continue + if in_pheno: + if not ln.strip(): + break + if ln.startswith("Train"): + break + out.append(ln.rstrip()) + return out + + +def parse_biohel_train_test_accuracy(stdout: str) -> Tuple[Optional[float], Optional[float], Optional[float]]: + train_acc = None + test_acc = None + runtime = None + for line in stdout.splitlines(): + if "Train accuracy :" in line: + m = re.search(r"Train accuracy\s*:\s*([\d.]+)", line) + if m: + train_acc = float(m.group(1)) + if "Test accuracy :" in line: + m = re.search(r"Test accuracy\s*:\s*([\d.]+)", line) + if m: + test_acc = float(m.group(1)) + if "Total time:" in line: + m = re.search(r"Total time:\s*([\d.]+)", line) + if m: + runtime = float(m.group(1)) + return train_acc, test_acc, runtime + + +# ----------------------------- +# RPE integration +# ----------------------------- +_RULE_ID_PREFIX = re.compile(r"^\s*\d+\s*:\s*") + + +def write_ruleset_for_rpe(phenotype_lines: List[str], out_path: Path) -> int: + """ + Convert BioHEL phenotype to RPE ruleset: + - strip leading "id:" from each rule + - include Default rule line + """ + rules_out = [] + default_line = None + + for ln in phenotype_lines: + s = ln.strip() + if not s: + continue + if "Default rule" in s: + default_line = _RULE_ID_PREFIX.sub("", s) + continue + # normal rule + rules_out.append(_RULE_ID_PREFIX.sub("", s)) + + if default_line is None: + # BioHEL sometimes prints default outside phenotype; try to locate in original lines + for ln in phenotype_lines: + if "Default rule" in ln: + default_line = _RULE_ID_PREFIX.sub("", ln.strip()) + break + + if default_line is None: + raise ValueError("Default rule not found in phenotype rules.") + + out_path.write_text("\n".join(rules_out + [default_line]) + "\n") + return len(rules_out) + + +def run_postprocess(postprocess_bin: str, conf_path: str, ruleset_path: Path, + train_arff: Path, test_arff: Path, cwd: Path) -> str: + cmd = [postprocess_bin, conf_path, str(ruleset_path), str(train_arff), str(test_arff)] + # print(f"Running RPE postprocess: {' '.join(cmd)}") + proc = subprocess.run(cmd, capture_output=True, text=True) + if proc.returncode != 0: + raise RuntimeError(f"postprocess failed (rc={proc.returncode}):\n{proc.stderr}") + return proc.stdout + + +def extract_rpe_rules_from_stdout(pp_stdout: str) -> List[str]: + """ + Conservative heuristic: keep lines that look like BioHEL rules + default. + """ + lines = pp_stdout.splitlines() + out: List[str] = [] + in_pheno = False + for ln in lines: + if ln.startswith("Phenotype:"): + in_pheno = True + continue + if in_pheno: + if not ln.strip(): + break + if ln.startswith("Total"): + break + out.append(ln.rstrip()) + return out + + +# ----------------------------- +# Main +# ----------------------------- +def main(argv): + parser = argparse.ArgumentParser(description="BioHEL job: one CV fold + one seed (+ optional RPE)") + + parser.add_argument("--d", dest="full_data_path", type=str, required=True, + help="Path to training fold: _CV_Train_k.txt") + parser.add_argument("--o", dest="outputPath", type=str, required=True, + help="Output directory for this seed+cv fold") + + parser.add_argument("--biohel", dest="biohel_bin", type=str, default="./biohel") + + parser.add_argument("--enable_rpe", dest="enable_rpe", action="store_true") + parser.add_argument("--postprocess_bin", dest="postprocess_bin", type=str, default="./postprocess") + parser.add_argument("--postprocess_conf", dest="postprocess_conf", type=str, default="./postprocess.conf") + + parser.add_argument("--ol", dest="outcome_label", type=str, default="Class") + parser.add_argument("--il", dest="instanceID_label", type=str, default="InstanceID") + parser.add_argument("--el", dest="excluded_column", type=str, default="Group") + + parser.add_argument("--rs", dest="random_state", type=int, default=42) + parser.add_argument("--v", dest="verbose", action="store_true") + + opts = parser.parse_args(argv[1:]) + + train_path = opts.full_data_path + test_path = train_path.replace("Train", "Test") + if not os.path.exists(test_path): + raise FileNotFoundError(f"Expected test fold at: {test_path}") + + outdir = Path(opts.outputPath) + outdir.mkdir(parents=True, exist_ok=True) + + outcome_label = opts.outcome_label + instanceID_label = opts.instanceID_label + excluded_column = opts.excluded_column + seed = int(opts.random_state) + + # Load raw dataframes (used for deterministic evaluation + coverage) + train_df = load_df(train_path) + test_df = load_df(test_path) + + # Build ARFF + config + feature_names = build_feature_names(train_df, outcome_label, instanceID_label, excluded_column) + + train_arff = outdir / "train.arff" + test_arff = outdir / "test.arff" + conf_path = outdir / "config.conf" + + # Infer a single ARFF schema from TRAIN ONLY (consistent header; avoids test peeking) + feat_domains, class_domain = infer_arff_schema(train_df, feature_names, outcome_label) + + write_arff_with_schema( + train_df, feature_names, outcome_label, + filename=train_arff, relation_name="Train", + feat_domains=feat_domains, class_domain=class_domain, + ) + + write_arff_with_schema( + test_df, feature_names, outcome_label, + filename=test_arff, relation_name="Test", + feat_domains=feat_domains, class_domain=class_domain, + ) + + create_biohel_config(conf_path, seed=seed) + + # Run BioHEL + cmd = [opts.biohel_bin, str(conf_path), str(train_arff), str(test_arff)] + t0 = time.time() + # print(f"Running BioHEL: {' '.join(cmd)}") + proc = subprocess.run(cmd, capture_output=True, text=True) + wall_time = time.time() - t0 + + (outdir / "biohel_stdout.txt").write_text(proc.stdout) + (outdir / "biohel_stderr.txt").write_text(proc.stderr) + + if proc.returncode != 0: + raise RuntimeError(f"BioHEL failed (rc={proc.returncode}). See biohel_stderr.txt") + + # Extract phenotype rules (raw) + phenotype_lines = extract_phenotype_rules(proc.stdout) + (outdir / "rules_raw.txt").write_text("\n".join(phenotype_lines) + ("\n" if phenotype_lines else "")) + + # Compute raw evaluation from raw rules (deterministic) + rules_lines_for_eval = [] + for ln in phenotype_lines: + s = ln.strip() + if not s: + continue + rules_lines_for_eval.append(s) + + rules_raw, default_raw = parse_ruleset_lines(rules_lines_for_eval) + + excluded_cols = [excluded_column, instanceID_label, outcome_label] + + yhat_train_raw, covered_train_raw = apply_ruleset_predict(train_df, rules_raw, default_raw, excluded_cols) + yhat_test_raw, covered_test_raw = apply_ruleset_predict(test_df, rules_raw, default_raw, excluded_cols) + + y_train = train_df[outcome_label].astype(int).values + y_test = test_df[outcome_label].astype(int).values + + train_acc_raw = float(np.mean(yhat_train_raw == y_train)) + test_acc_raw = float(np.mean(yhat_test_raw == y_test)) + train_cov_raw = coverage_from_covered(covered_train_raw) + test_cov_raw = coverage_from_covered(covered_test_raw) + + num_rules_raw = len(rules_raw) + + # Parse BioHEL-reported runtime (optional; not used for correctness) + train_acc_reported, test_acc_reported, runtime_reported = parse_biohel_train_test_accuracy(proc.stdout) + + raw_row = { + "train_file": train_path, + "test_file": test_path, + "seed": seed, + + "train_accuracy": train_acc_raw, + "test_accuracy": test_acc_raw, + "train_coverage": train_cov_raw, + "test_coverage": test_cov_raw, + "train_default_rate": float(1.0 - train_cov_raw), + "test_default_rate": float(1.0 - test_cov_raw), + + "num_rules": int(num_rules_raw), + + "runtime": runtime_reported, + "wall_time": float(wall_time), + + # trace: what BioHEL printed (if present) + # "train_accuracy_reported": train_acc_reported, + # "test_accuracy_reported": test_acc_reported, + } + + pd.DataFrame([raw_row]).to_csv(outdir / "result_row_raw.csv", index=False) + + # Optional: run RPE and use postprocessed rules as "final" + final_row = dict(raw_row) + final_row["postprocess_wall_time"] = None + final_row["postprocess_num_rules"] = None + + if opts.enable_rpe: + ruleset_path = outdir / "ruleset_for_rpe.txt" + write_ruleset_for_rpe(phenotype_lines, ruleset_path) + + t1 = time.time() + pp_stdout = run_postprocess( + postprocess_bin=opts.postprocess_bin, + conf_path=opts.postprocess_conf, + ruleset_path=ruleset_path, + train_arff=train_arff, + test_arff=test_arff, + cwd=outdir, + ) + pp_wall = time.time() - t1 + + (outdir / "postprocess_stdout.txt").write_text(pp_stdout) + + pp_rules_lines = extract_rpe_rules_from_stdout(pp_stdout) + (outdir / "rules_postprocessed.txt").write_text("\n".join(pp_rules_lines) + ("\n" if pp_rules_lines else "")) + + # Deterministic evaluation from postprocessed rules + rules_pp, default_pp = parse_ruleset_lines(pp_rules_lines) + + yhat_train_pp, covered_train_pp = apply_ruleset_predict(train_df, rules_pp, default_pp, excluded_cols) + yhat_test_pp, covered_test_pp = apply_ruleset_predict(test_df, rules_pp, default_pp, excluded_cols) + + train_acc_pp = float(np.mean(yhat_train_pp == y_train)) + test_acc_pp = float(np.mean(yhat_test_pp == y_test)) + train_cov_pp = coverage_from_covered(covered_train_pp) + test_cov_pp = coverage_from_covered(covered_test_pp) + + final_row.update({ + "train_accuracy": train_acc_pp, + "test_accuracy": test_acc_pp, + "train_coverage": train_cov_pp, + "test_coverage": test_cov_pp, + "train_default_rate": float(1.0 - train_cov_pp), + "test_default_rate": float(1.0 - test_cov_pp), + "num_rules": int(len(rules_pp)), + "postprocess_wall_time": float(pp_wall), + "postprocess_num_rules": int(len(rules_pp)), + }) + + # Write final sentinel row used by summary + check/resub logic + pd.DataFrame([final_row]).to_csv(outdir / "result_row.csv", index=False) + + # Write a metrics.json for convenience + (outdir / "metrics.json").write_text(json.dumps({"raw": raw_row, "final": final_row}, indent=2) + "\n") + + if opts.verbose: + print( + f"Done seed={seed} " + f"test_acc={final_row['test_accuracy']:.4f} " + f"test_cov={final_row['test_coverage']:.4f} " + f"rules={final_row['num_rules']}" + ) + + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/job_biohel_sum_hpc.py b/evaluation/experiments/comparison_algs_scripts/job_biohel_sum_hpc.py new file mode 100644 index 0000000..8dfdf23 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/job_biohel_sum_hpc.py @@ -0,0 +1,401 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import os +import sys +import argparse +from pathlib import Path +from typing import List + +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns + + +def _safe_read_csv(path: Path) -> pd.DataFrame: + if not path.exists(): + raise FileNotFoundError(f"Missing expected file: {path}") + return pd.read_csv(path) + + +def _ensure_numeric(df: pd.DataFrame, cols: List[str]) -> pd.DataFrame: + out = df.copy() + for c in cols: + if c in out.columns: + out[c] = pd.to_numeric(out[c], errors="coerce") + return out + + +def _get_first_row_value(rr: pd.DataFrame, col: str) -> float: + if rr is None or rr.empty or col not in rr.columns: + return np.nan + return rr[col].iloc[0] + + +def _make_eval_df_from_result_rows(rr_raw_path: Path | None, rr_final_path: Path | None) -> pd.DataFrame: + """ + Build HEROS-compatible evaluation_summary.csv. + + Output policy (per your requirement): + - raw row (non-RPE): use result_row_raw.csv; keep num_rules, runtime, wall_time as-is + - final row (RPE): use result_row.csv but normalize: + runtime = wall_time + postprocess_wall_time + wall_time = wall_time + postprocess_wall_time + num_rules = postprocess_num_rules + and DROP postprocess_* columns from the eval tables (they won't be written). + + Backward-compat: + - If only result_row.csv exists (legacy non-RPE), treat it as raw. + """ + + # Columns that will exist in evaluation_summary.csv (NO postprocess_* columns) + eval_cols = [ + "train_accuracy", + "test_accuracy", + "train_coverage", + "test_coverage", + "train_default_rate", + "test_default_rate", + "num_rules", + "runtime", + "wall_time", + ] + + rows = [] + + # ---------- RAW (non-RPE) ---------- + if rr_raw_path is not None and rr_raw_path.exists(): + rr_raw = _safe_read_csv(rr_raw_path) + row = {c: _get_first_row_value(rr_raw, c) for c in eval_cols} + row["Row Indexes"] = "raw" + rows.append(row) + + # ---------- FINAL (RPE) ---------- + if rr_final_path is not None and rr_final_path.exists(): + rr_final = _safe_read_csv(rr_final_path) + + # Base values + train_acc = _get_first_row_value(rr_final, "train_accuracy") + test_acc = _get_first_row_value(rr_final, "test_accuracy") + train_cov = _get_first_row_value(rr_final, "train_coverage") + test_cov = _get_first_row_value(rr_final, "test_coverage") + train_def = _get_first_row_value(rr_final, "train_default_rate") + test_def = _get_first_row_value(rr_final, "test_default_rate") + + wall = _get_first_row_value(rr_final, "wall_time") + post = _get_first_row_value(rr_final, "postprocess_wall_time") + # normalize missing postprocess to 0 + if np.isnan(post): + post = 0.0 + + # RPE normalization rules: + wall_total = (wall + post) if not np.isnan(wall) else np.nan + runtime_total = wall_total # per your requirement + # num_rules from postprocess_num_rules (fallback to num_rules if missing) + prules = _get_first_row_value(rr_final, "postprocess_num_rules") + if np.isnan(prules): + prules = _get_first_row_value(rr_final, "num_rules") + + row = { + "train_accuracy": train_acc, + "test_accuracy": test_acc, + "train_coverage": train_cov, + "test_coverage": test_cov, + "train_default_rate": train_def, + "test_default_rate": test_def, + "num_rules": prules, + "runtime": runtime_total, + "wall_time": wall_total, + "Row Indexes": "final", + } + rows.append(row) + + # ---------- LEGACY: only result_row.csv present; treat as raw ---------- + if not rows and rr_final_path is not None and rr_final_path.exists(): + rr = _safe_read_csv(rr_final_path) + row = {c: _get_first_row_value(rr, c) for c in eval_cols} + row["Row Indexes"] = "raw" + rows.append(row) + + if not rows: + return pd.DataFrame(columns=["Row Indexes"] + eval_cols) + + out = pd.DataFrame(rows) + out = out[["Row Indexes"] + eval_cols] + return out + + +def main(argv): + parser = argparse.ArgumentParser(description="BioHEL summary job (HEROS-compatible outputs)") + + parser.add_argument("--o", dest="outputPath", type=str, required=True, + help="Path to BioHEL_ output folder (contains dataset subfolders)") + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + parser.add_argument("--plots", dest="plots", action="store_true") + + options = parser.parse_args(argv[1:]) + + outputPath = Path(options.outputPath) + cv_partitions = int(options.cv_partitions) + random_seeds = int(options.random_seeds) + make_plots = bool(options.plots) + + if not outputPath.exists(): + raise FileNotFoundError(f"Output path does not exist: {outputPath}") + + # Metrics that exist in evaluation_summary.csv (postprocess_* dropped) + metric_cols = [ + "train_accuracy", + "test_accuracy", + "train_coverage", + "test_coverage", + "train_default_rate", + "test_default_rate", + "num_rules", + "runtime", + "wall_time", + ] + + # 1) Ensure evaluation_summary.csv exists per cv folder (HEROS-style interface) + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + if not seed_level_path.exists(): + continue + + for j in range(1, cv_partitions + 1): + cv_level_path = seed_level_path / f"cv_{j}" + if not cv_level_path.exists(): + continue + + eval_path = cv_level_path / "evaluation_summary.csv" + if eval_path.exists(): + continue + + rr_raw_path = cv_level_path / "result_row_raw.csv" + rr_final_path = cv_level_path / "result_row.csv" + + if rr_raw_path.exists() or rr_final_path.exists(): + eval_df = _make_eval_df_from_result_rows( + rr_raw_path if rr_raw_path.exists() else None, + rr_final_path if rr_final_path.exists() else None, + ) + eval_df.to_csv(eval_path, index=False) + + # 2) Seed-level CV summaries: mean/sd across CV folds + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + if not seed_level_path.is_dir(): + continue + + dfs = [] + + for j in range(1, cv_partitions + 1): + cv_level_path = seed_level_path / f"cv_{j}" + eval_path = cv_level_path / "evaluation_summary.csv" + if not eval_path.exists(): + continue + + df = _safe_read_csv(eval_path) + if "Row Indexes" not in df.columns or df.empty: + continue + + df = _ensure_numeric(df, metric_cols) + df_x = df.drop(columns=["Row Indexes"]) + df_x.index = df["Row Indexes"].astype(str).values # groupable labels + dfs.append(df_x) + + if not dfs: + continue + + all_x = pd.concat(dfs, axis=0) + ave_df_x = all_x.groupby(level=0).mean() + sd_df_x = all_x.groupby(level=0).std() + + mean_df = ave_df_x.reset_index().rename(columns={"index": "Row Indexes"}) + sd_df = sd_df_x.reset_index().rename(columns={"index": "Row Indexes"}) + + mean_df.to_csv(seed_level_path / "mean_CV_evaluation_summary.csv", index=False) + sd_df.to_csv(seed_level_path / "sd_CV_evaluation_summary.csv", index=False) + + # 3) Dataset-level seed summaries: mean/sd across seeds + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + dfs = [] + + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + mean_path = seed_level_path / "mean_CV_evaluation_summary.csv" + if not mean_path.exists(): + continue + + df = _safe_read_csv(mean_path) + if "Row Indexes" not in df.columns or df.empty: + continue + + df = _ensure_numeric(df, metric_cols) + df_x = df.drop(columns=["Row Indexes"]) + df_x.index = df["Row Indexes"].astype(str).values + dfs.append(df_x) + + if not dfs: + continue + + all_x = pd.concat(dfs, axis=0) + ave_df_x = all_x.groupby(level=0).mean() + sd_df_x = all_x.groupby(level=0).std() + + mean_df = ave_df_x.reset_index().rename(columns={"index": "Row Indexes"}) + sd_df = sd_df_x.reset_index().rename(columns={"index": "Row Indexes"}) + + mean_df.to_csv(data_level_path / "mean_seed_evaluation_summary.csv", index=False) + sd_df.to_csv(data_level_path / "sd_seed_evaluation_summary.csv", index=False) + + # 4) Global results lists (HEROS-style patterns) + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + # (a) all_evaluations.csv and per-rowidx splits + rows_all = [] + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + if not seed_level_path.is_dir(): + continue + + for j in range(1, cv_partitions + 1): + cv_level_path = seed_level_path / f"cv_{j}" + eval_path = cv_level_path / "evaluation_summary.csv" + if not eval_path.exists(): + continue + + df_eval = _safe_read_csv(eval_path) + if df_eval.empty or "Row Indexes" not in df_eval.columns: + continue + + df_eval = _ensure_numeric(df_eval, metric_cols) + + for _, r in df_eval.iterrows(): + rowidx = str(r["Row Indexes"]) + rr_row = {c: (r[c] if c in df_eval.columns else np.nan) for c in metric_cols} + rr_row["Row Indexes"] = rowidx + rr_row["Seed"] = i + rr_row["CV"] = j + rows_all.append(rr_row) + + if rows_all: + df_all = pd.DataFrame(rows_all) + df_all = _ensure_numeric(df_all, metric_cols + ["Seed", "CV"]) + df_all.to_csv(data_level_path / "all_evaluations.csv", index=False) + + for rowidx in sorted(df_all["Row Indexes"].dropna().unique().tolist()): + sub = df_all[df_all["Row Indexes"] == rowidx].copy() + sub.to_csv(data_level_path / f"all_{rowidx}_evaluations.csv", index=False) + + # (b) cv_ave_evaluations.csv and per-rowidx splits + rows_cv_ave = [] + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + mean_path = seed_level_path / "mean_CV_evaluation_summary.csv" + if not mean_path.exists(): + continue + + df = _safe_read_csv(mean_path) + if df.empty or "Row Indexes" not in df.columns: + continue + + df = _ensure_numeric(df, metric_cols) + + for _, r in df.iterrows(): + rowidx = str(r["Row Indexes"]) + row = {c: (r[c] if c in df.columns else np.nan) for c in metric_cols} + row["Row Indexes"] = rowidx + row["Seed"] = i + rows_cv_ave.append(row) + + if rows_cv_ave: + df_cv_ave = pd.DataFrame(rows_cv_ave) + df_cv_ave = _ensure_numeric(df_cv_ave, metric_cols + ["Seed"]) + df_cv_ave.to_csv(data_level_path / "cv_ave_evaluations.csv", index=False) + + for rowidx in sorted(df_cv_ave["Row Indexes"].dropna().unique().tolist()): + sub = df_cv_ave[df_cv_ave["Row Indexes"] == rowidx].copy() + sub.to_csv(data_level_path / f"cv_ave_{rowidx}_evaluations.csv", index=False) + + # 5) Plots (per row type) + if make_plots: + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + all_path = data_level_path / "all_evaluations.csv" + if not all_path.exists(): + continue + + df_all = _safe_read_csv(all_path) + if df_all.empty or "Row Indexes" not in df_all.columns: + continue + + df_all = _ensure_numeric(df_all, metric_cols + ["Seed", "CV"]) + + for rowidx in sorted(df_all["Row Indexes"].dropna().unique().tolist()): + sub = df_all[df_all["Row Indexes"] == rowidx].copy() + suffix = f"_{rowidx}" + + if "test_accuracy" in sub.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=sub, y="test_accuracy") + plt.xlabel("") + plt.ylabel("Test Accuracy") + plt.title(f"Balanced Testing Accuracy (All Runs) [{rowidx}]") + plt.savefig(data_level_path / f"boxplot_testing_accuracy_all{suffix}.png", bbox_inches="tight") + plt.close() + + if "num_rules" in sub.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=sub, y="num_rules") + plt.xlabel("") + plt.ylabel("Rule Count") + plt.title(f"Rule Count (All Runs) [{rowidx}]") + plt.savefig(data_level_path / f"boxplot_rule_count_all{suffix}.png", bbox_inches="tight") + plt.close() + + if "test_coverage" in sub.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=sub, y="test_coverage") + plt.xlabel("") + plt.ylabel("Test Coverage") + plt.title(f"Test Coverage (All Runs) [{rowidx}]") + plt.savefig(data_level_path / f"boxplot_testing_coverage_all{suffix}.png", bbox_inches="tight") + plt.close() + + if "train_coverage" in sub.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=sub, y="train_coverage") + plt.xlabel("") + plt.ylabel("Train Coverage") + plt.title(f"Train Coverage (All Runs) [{rowidx}]") + plt.savefig(data_level_path / f"boxplot_train_coverage_all{suffix}.png", bbox_inches="tight") + plt.close() + + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/job_ripper_hpc.py b/evaluation/experiments/comparison_algs_scripts/job_ripper_hpc.py new file mode 100644 index 0000000..f81fe69 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/job_ripper_hpc.py @@ -0,0 +1,222 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import os +import sys +import json +import time +import argparse +from pathlib import Path +from typing import Optional, Tuple + +import numpy as np +import pandas as pd +from sklearn.metrics import accuracy_score + +# wittgenstein +from wittgenstein import RIPPER + + +def load_df(path: str) -> pd.DataFrame: + return pd.read_csv(path, sep="\t") + + +def preprocess_df(df: pd.DataFrame, outcome_label: str, instanceID_label: str, excluded_column: str) -> pd.DataFrame: + # Keep all feature cols + outcome_label; drop bookkeeping cols if present + drop_cols = [c for c in [instanceID_label, excluded_column] if c in df.columns] + return df.drop(columns=drop_cols, errors="ignore") + + +def compute_rule_coverage(model: RIPPER, X: pd.DataFrame) -> float: + """ + Coverage defined as fraction of rows covered by at least one learned rule (excluding default). + Uses wittgenstein internals if available; otherwise falls back to conservative parsing. + """ + n = len(X) + if n == 0: + return float("nan") + + # Preferred: model.ruleset_.covers(...) exists for many versions + rs = getattr(model, "ruleset_", None) + if rs is not None: + # Try vectorized covers + covers_fn = getattr(rs, "covers", None) + if callable(covers_fn): + try: + covered = covers_fn(X) + # Some versions return list[bool], np.array, or pandas Series + covered = np.asarray(covered, dtype=bool) + return float(np.mean(covered)) + except Exception: + pass + + # Try iterating rules + rules = getattr(rs, "rules", None) + if rules is None: + rules = getattr(rs, "rule_list", None) + + if rules is not None: + covered_any = np.zeros(n, dtype=bool) + for r in rules: + # rule.covers(X) is common + rc = getattr(r, "covers", None) + if callable(rc): + try: + c = np.asarray(rc(X), dtype=bool) + covered_any |= c + except Exception: + continue + return float(np.mean(covered_any)) + + # Fallback: if we cannot evaluate coverage reliably, return NaN + return float("nan") + + +def maybe_cap_rules(model: RIPPER, max_rules: Optional[int]) -> int: + rs = getattr(model, "ruleset_", None) + if rs is None or max_rules is None: + return len(getattr(rs, "rules", [])) if rs is not None else 0 + try: + rules = list(getattr(rs, "rules", [])) + if len(rules) <= max_rules: + return len(rules) + # truncate ruleset (best-effort) + rs.rules = rules[:max_rules] + return len(rs.rules) + except Exception: + return len(getattr(rs, "rules", [])) + + +def write_rules(model: RIPPER, out_path: Path) -> int: + rs = getattr(model, "ruleset_", None) + if rs is None: + out_path.write_text("") + return 0 + # wittgenstein has readable string for ruleset + s = str(rs) + out_path.write_text(s + ("\n" if not s.endswith("\n") else "")) + # Approximate rule count + rules = getattr(rs, "rules", None) + if rules is not None: + return len(rules) + return s.count("IF ") if "IF " in s else 0 + + +def main(argv): + parser = argparse.ArgumentParser(description="RIPPER job: one CV fold + one seed") + + parser.add_argument("--d", dest="full_data_path", type=str, required=True, + help="Path to training fold: _CV_Train_k.txt") + parser.add_argument("--o", dest="outputPath", type=str, required=True, + help="Output directory for this seed+cv fold") + + parser.add_argument("--ol", dest="outcome_label", type=str, default="Class") + parser.add_argument("--il", dest="instanceID_label", type=str, default="InstanceID") + parser.add_argument("--el", dest="excluded_column", type=str, default="Group") + + parser.add_argument("--rs", dest="random_state", type=int, default=42) + parser.add_argument("--max_rules", dest="max_rules", type=int, default=None) + parser.add_argument("--verbosity", dest="verbosity", type=int, default=0) + parser.add_argument("--v", dest="verbose", action="store_true") + + opts = parser.parse_args(argv[1:]) + + train_path = opts.full_data_path + test_path = train_path.replace("Train", "Test") + if not os.path.exists(test_path): + raise FileNotFoundError(f"Expected test fold at: {test_path}") + + outdir = Path(opts.outputPath) + outdir.mkdir(parents=True, exist_ok=True) + + outcome_label = opts.outcome_label + instanceID_label = opts.instanceID_label + excluded_column = opts.excluded_column + seed = int(opts.random_state) + + # Load + train_df_raw = load_df(train_path) + test_df_raw = load_df(test_path) + + train_df = preprocess_df(train_df_raw, outcome_label, instanceID_label, excluded_column) + test_df = preprocess_df(test_df_raw, outcome_label, instanceID_label, excluded_column) + + if outcome_label not in train_df.columns or outcome_label not in test_df.columns: + raise ValueError(f"Outcome label '{outcome_label}' must exist in train and test files.") + + X_train = train_df.drop(columns=[outcome_label]) + y_train = train_df[outcome_label].astype(int).values + + X_test = test_df.drop(columns=[outcome_label]) + y_test = test_df[outcome_label].astype(int).values + + # Train RIPPER + model = RIPPER(k=20, random_state=seed, verbosity=opts.verbosity) + + t0 = time.time() + model.fit(X_train, y_train) + wall_time = time.time() - t0 + + # Optionally cap rules (best-effort) + rule_count = maybe_cap_rules(model, opts.max_rules) + + # Predict + yhat_train = model.predict(X_train) + yhat_test = model.predict(X_test) + + train_acc = float(accuracy_score(y_train, yhat_train)) + test_acc = float(accuracy_score(y_test, yhat_test)) + + train_cov = compute_rule_coverage(model, X_train) + test_cov = compute_rule_coverage(model, X_test) + + # Write rules + outputs + rules_path = outdir / "rules.txt" + rule_count_written = write_rules(model, rules_path) + if rule_count_written > 0: + rule_count = rule_count_written + + row = { + "train_file": train_path, + "test_file": test_path, + "seed": seed, + + "train_accuracy": train_acc, + "test_accuracy": test_acc, + + # Coverage = fraction covered by any learned rule; if not available => NaN + "train_coverage": train_cov, + "test_coverage": test_cov, + "train_default_rate": (float(1.0 - train_cov) if np.isfinite(train_cov) else np.nan), + "test_default_rate": (float(1.0 - test_cov) if np.isfinite(test_cov) else np.nan), + + "num_rules": int(rule_count), + + "runtime": float(wall_time), # RIPPER does not report internal runtime; keep for consistency + "wall_time": float(wall_time), + } + + pd.DataFrame([row]).to_csv(outdir / "result_row.csv", index=False) + + # HEROS-style fold eval interface + eval_df = pd.DataFrame([{ + "Row Indexes": "final", + **{k: row.get(k) for k in [ + "train_accuracy", "test_accuracy", + "train_coverage", "test_coverage", + "train_default_rate", "test_default_rate", + "num_rules", "runtime", "wall_time" + ]} + }]) + eval_df.to_csv(outdir / "evaluation_summary.csv", index=False) + + (outdir / "metrics.json").write_text(json.dumps(row, indent=2) + "\n") + + if opts.verbose: + print(f"Done seed={seed} test_acc={test_acc:.4f} test_cov={test_cov} rules={rule_count}") + + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/job_ripper_sum_hpc.py b/evaluation/experiments/comparison_algs_scripts/job_ripper_sum_hpc.py new file mode 100644 index 0000000..e73c2d1 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/job_ripper_sum_hpc.py @@ -0,0 +1,293 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import os +import sys +import argparse +from pathlib import Path +from typing import List + +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns + + +def _safe_read_csv(path: Path) -> pd.DataFrame: + if not path.exists(): + raise FileNotFoundError(f"Missing expected file: {path}") + return pd.read_csv(path) + + +def _ensure_numeric(df: pd.DataFrame, cols: List[str]) -> pd.DataFrame: + out = df.copy() + for c in cols: + if c in out.columns: + out[c] = pd.to_numeric(out[c], errors="coerce") + return out + + +def _make_eval_df_from_result_row(result_row_path: Path) -> pd.DataFrame: + rr = _safe_read_csv(result_row_path) + + wanted_cols = [ + "train_accuracy", + "test_accuracy", + "train_coverage", + "test_coverage", + "train_default_rate", + "test_default_rate", + "num_rules", + "runtime", + "wall_time", + ] + + row = {} + for c in wanted_cols: + row[c] = rr[c].iloc[0] if c in rr.columns and len(rr) else np.nan + + out = pd.DataFrame([row]) + out.insert(0, "Row Indexes", "final") + return out + + +def main(argv): + parser = argparse.ArgumentParser(description="RIPPER summary job (HEROS-compatible outputs)") + + parser.add_argument("--o", dest="outputPath", type=str, required=True, + help="Path to RIPPER_ output folder (contains dataset subfolders)") + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + parser.add_argument("--plots", dest="plots", action="store_true") + + options = parser.parse_args(argv[1:]) + + outputPath = Path(options.outputPath) + cv_partitions = int(options.cv_partitions) + random_seeds = int(options.random_seeds) + make_plots = bool(options.plots) + + if not outputPath.exists(): + raise FileNotFoundError(f"Output path does not exist: {outputPath}") + + metric_cols = [ + "train_accuracy", + "test_accuracy", + "train_coverage", + "test_coverage", + "train_default_rate", + "test_default_rate", + "num_rules", + "runtime", + "wall_time", + ] + + # 1) Ensure evaluation_summary.csv exists per cv folder + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + if not seed_level_path.exists(): + continue + + for j in range(1, cv_partitions + 1): + cv_level_path = seed_level_path / f"cv_{j}" + if not cv_level_path.exists(): + continue + + eval_path = cv_level_path / "evaluation_summary.csv" + if eval_path.exists(): + continue + + rr_path = cv_level_path / "result_row.csv" + if rr_path.exists(): + eval_df = _make_eval_df_from_result_row(rr_path) + eval_df.to_csv(eval_path, index=False) + + # 2) Seed-level CV summaries + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + if not seed_level_path.is_dir(): + continue + + dfs = [] + row_names = None + + for j in range(1, cv_partitions + 1): + cv_level_path = seed_level_path / f"cv_{j}" + eval_path = cv_level_path / "evaluation_summary.csv" + if not eval_path.exists(): + continue + + df = _safe_read_csv(eval_path) + if "Row Indexes" not in df.columns: + continue + + row_names = df["Row Indexes"] + df_x = df.drop(columns=["Row Indexes"]) + df_x = _ensure_numeric(df_x, list(df_x.columns)) + dfs.append(df_x) + + if not dfs: + continue + + ave_df_x = pd.concat(dfs).groupby(level=0).mean() + mean_df = pd.concat([row_names, ave_df_x], axis=1) + mean_df.to_csv(seed_level_path / "mean_CV_evaluation_summary.csv", index=False) + + sd_df_x = pd.concat(dfs).groupby(level=0).std() + sd_df = pd.concat([row_names, sd_df_x], axis=1) + sd_df.to_csv(seed_level_path / "sd_CV_evaluation_summary.csv", index=False) + + # 3) Dataset-level seed summaries + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + dfs = [] + row_names = None + + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + mean_path = seed_level_path / "mean_CV_evaluation_summary.csv" + if not mean_path.exists(): + continue + + df = _safe_read_csv(mean_path) + if "Row Indexes" not in df.columns: + continue + + row_names = df["Row Indexes"] + df_x = df.drop(columns=["Row Indexes"]) + df_x = _ensure_numeric(df_x, list(df_x.columns)) + dfs.append(df_x) + + if not dfs: + continue + + ave_df_x = pd.concat(dfs).groupby(level=0).mean() + mean_df = pd.concat([row_names, ave_df_x], axis=1) + mean_df.to_csv(data_level_path / "mean_seed_evaluation_summary.csv", index=False) + + sd_df_x = pd.concat(dfs).groupby(level=0).std() + sd_df = pd.concat([row_names, sd_df_x], axis=1) + sd_df.to_csv(data_level_path / "sd_seed_evaluation_summary.csv", index=False) + + # 4) Global results lists + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + rows_all = [] + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + if not seed_level_path.is_dir(): + continue + + for j in range(1, cv_partitions + 1): + cv_level_path = seed_level_path / f"cv_{j}" + rr_path = cv_level_path / "result_row.csv" + if not rr_path.exists(): + continue + + rr = _safe_read_csv(rr_path) + rr_row = {c: (rr[c].iloc[0] if c in rr.columns and len(rr) else np.nan) for c in metric_cols} + rr_row["Seed"] = i + rr_row["CV"] = j + rows_all.append(rr_row) + + if rows_all: + df_all = pd.DataFrame(rows_all) + df_all = _ensure_numeric(df_all, metric_cols + ["Seed", "CV"]) + df_all.to_csv(data_level_path / "all_final_evaluations.csv", index=False) + + rows_cv_ave = [] + for i in range(0, random_seeds): + seed_level_path = data_level_path / f"seed_{i}" + mean_path = seed_level_path / "mean_CV_evaluation_summary.csv" + if not mean_path.exists(): + continue + + df = _safe_read_csv(mean_path) + df = _ensure_numeric(df, metric_cols) + + if "Row Indexes" not in df.columns: + continue + df_final = df[df["Row Indexes"] == "final"].copy() + if df_final.empty: + continue + + row = {c: (df_final[c].iloc[0] if c in df_final.columns else np.nan) for c in metric_cols} + row["Seed"] = i + rows_cv_ave.append(row) + + if rows_cv_ave: + df_cv_ave = pd.DataFrame(rows_cv_ave) + df_cv_ave = _ensure_numeric(df_cv_ave, metric_cols + ["Seed"]) + df_cv_ave.to_csv(data_level_path / "cv_ave_final_evaluations.csv", index=False) + + # 5) Plots + if make_plots: + for entry in os.listdir(outputPath): + data_level_path = outputPath / entry + if not data_level_path.is_dir(): + continue + + all_path = data_level_path / "all_final_evaluations.csv" + if not all_path.exists(): + continue + + df_all = _safe_read_csv(all_path) + df_all = _ensure_numeric(df_all, metric_cols + ["Seed", "CV"]) + + if "test_accuracy" in df_all.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=df_all, y="test_accuracy") + plt.xlabel("") + plt.ylabel("Test Accuracy") + plt.title("Testing Accuracy (All Runs)") + plt.savefig(data_level_path / "boxplot_testing_accuracy_all.png", bbox_inches="tight") + plt.close() + + if "num_rules" in df_all.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=df_all, y="num_rules") + plt.xlabel("") + plt.ylabel("Rule Count") + plt.title("Rule Count (All Runs)") + plt.savefig(data_level_path / "boxplot_rule_count_all.png", bbox_inches="tight") + plt.close() + + if "test_coverage" in df_all.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=df_all, y="test_coverage") + plt.xlabel("") + plt.ylabel("Test Coverage") + plt.title("Test Coverage (All Runs)") + plt.savefig(data_level_path / "boxplot_testing_coverage_all.png", bbox_inches="tight") + plt.close() + + if "train_coverage" in df_all.columns: + plt.figure(figsize=(10, 6)) + sns.boxplot(data=df_all, y="train_coverage") + plt.xlabel("") + plt.ylabel("Train Coverage") + plt.title("Train Coverage (All Runs)") + plt.savefig(data_level_path / "boxplot_train_coverage_all.png", bbox_inches="tight") + plt.close() + + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/job_sum_table_hpc.py b/evaluation/experiments/comparison_algs_scripts/job_sum_table_hpc.py new file mode 100644 index 0000000..4d29062 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/job_sum_table_hpc.py @@ -0,0 +1,342 @@ +#!/usr/bin/env python3 +""" +Summarize BioHEL + RIPPER from ONLY TWO folder inputs, using metrics.json as source of truth. + +Key requirement implemented: +- If BioHEL metrics.json contains BOTH "raw" and "final": + * include TWO rows: + - BioHEL_noRPE from "raw" (matches result_row_raw.csv semantics) + - BioHEL_RPE from "final" (matches result_row.csv semantics) +- If BioHEL metrics.json is flat (no raw/final): + * include ONE row: BioHEL_noRPE +- If BioHEL metrics.json has only "final" (edge case): + * include ONE row: + - BioHEL_RPE if postprocess_* present + - else BioHEL_noRPE + +RPE runtime rule: + final_runtime_seconds = wall_time + postprocess_wall_time +(preprocess_time is extracted from metrics.json if present under known keys; else 0.) + +RIPPER metrics.json is flat: + include ONE row: RIPPER (final_runtime_seconds = wall_time) + +Outputs: + /combined_runs_long.csv + /summary_by_dataset.csv + /summary_multiplexer_only.csv (Ideal Solution k/n for MUX datasets) + /summary_gametes_only.csv + +Run: + python job_sum_table_hpc.py \ + --biohel_root /project/kamoun_shared/output_shared/biohel_gecco \ + --ripper_root /project/kamoun_shared/output_shared/ripper_gecco \ + --out /project/kamoun_shared/output_shared/paper_tables +""" + +import os +import re +import json +import math +import argparse +from typing import Any, Dict, List, Optional, Tuple + +import numpy as np +import pandas as pd + + +# ----------------------------- +# Multiplexer ideal rule counts +# ----------------------------- +IDEAL_COUNTS: Dict[str, int] = { + "A_multiplexer_6_bit_500_inst": 5, + "B_multiplexer_11_bit_5000_inst": 9, + "C_multiplexer_20_bit_10000_inst": 17, + "D_multiplexer_37_bit_10000_inst": 33, + "E_multiplexer_70_bit_20000_inst": 65, +} +IDEAL_ACC = 1.0 + + +# ----------------------------- +# Dataset name inference +# ----------------------------- +CV_TRAIN_RE = re.compile(r"([^/]+)_CV_Train_\d+\.txt$") + + +def infer_dataset_name(train_file: str) -> str: + if isinstance(train_file, str): + m = CV_TRAIN_RE.search(train_file) + if m: + return m.group(1) + parts = os.path.normpath(train_file).split(os.sep) + if len(parts) >= 2: + return parts[-2] + return "UNKNOWN" + + +# ----------------------------- +# File discovery / JSON parsing +# ----------------------------- +def find_files(root: str, filename: str) -> List[str]: + out = [] + for dirpath, _, filenames in os.walk(root): + if filename in filenames: + out.append(os.path.join(dirpath, filename)) + return out + + +def load_json(path: str) -> Optional[Dict[str, Any]]: + try: + with open(path, "r") as f: + return json.load(f) + except Exception: + return None + + +def coerce_float(x: Any) -> Optional[float]: + try: + return float(x) + except Exception: + return None + + +def coerce_int(x: Any) -> Optional[int]: + try: + return int(float(x)) + except Exception: + return None + + +def is_rpe_final_block(d: Dict[str, Any]) -> bool: + return ("postprocess_wall_time" in d) or ("postprocess_num_rules" in d) + + +# ----------------------------- +# Long-form row construction +# ----------------------------- +def _make_row( + algorithm_family: str, + scenario: str, + metrics_json_path: str, + metrics_obj: Dict[str, Any], + block: Dict[str, Any] +) -> Dict[str, Any]: + """ + Construct one normalized long-form row from a block dict. + scenario determines runtime handling (BioHEL_RPE adds postprocess). + """ + runtime = coerce_float(block.get("runtime")) + postprocess = coerce_float(block.get("postprocess_wall_time")) if scenario == "BioHEL_RPE" else None + + final_runtime = None + if runtime is not None: + final_runtime = coerce_float(block.get("wall_time")) + float(postprocess or 0.0) + + # rule_count: for RPE prefer postprocess_num_rules if available + if scenario == "BioHEL_RPE" and ("postprocess_num_rules" in block): + rule_count = coerce_int(block.get("postprocess_num_rules")) + else: + rule_count = coerce_int(block.get("num_rules")) + + train_file = block.get("train_file") + dataset = infer_dataset_name(train_file) if isinstance(train_file, str) else "UNKNOWN" + + return { + "AlgorithmFamily": algorithm_family, + "Scenario": scenario, + "Dataset": dataset, + "seed": coerce_int(block.get("seed")), + "train_file": block.get("train_file"), + "test_file": block.get("test_file"), + "train_accuracy": coerce_float(block.get("train_accuracy")), + "test_accuracy": coerce_float(block.get("test_accuracy")), + "train_coverage": coerce_float(block.get("train_coverage")), + "test_coverage": coerce_float(block.get("test_coverage")), + "train_default_rate": coerce_float(block.get("train_default_rate")), + "test_default_rate": coerce_float(block.get("test_default_rate")), + "num_rules": coerce_int(block.get("num_rules")), + "rule_count": rule_count, + "runtime": runtime, + "wall_time": coerce_float(block.get("wall_time")), + "postprocess_wall_time": coerce_float(block.get("postprocess_wall_time")), + "postprocess_num_rules": coerce_int(block.get("postprocess_num_rules")), + "final_runtime": final_runtime, + "run_time_minutes": (final_runtime / 60.0) if final_runtime is not None else None, + "_source_json": metrics_json_path, + "_source_dir": os.path.dirname(metrics_json_path), + } + + +def build_long_rows_from_biohel(biohel_root: str) -> Tuple[pd.DataFrame, int]: + """ + BioHEL: + - If both "raw" and "final" exist -> create two rows (noRPE from raw, RPE from final). + - Else if flat dict -> one row noRPE. + - Else if only "final" -> one row, scenario depends on postprocess_* presence. + - Else if only "raw" -> one row noRPE. + + """ + paths = find_files(biohel_root, "metrics.json") + rows: List[Dict[str, Any]] = [] + + for p in paths: + obj = load_json(p) + if obj is None or not isinstance(obj, dict): + continue + + has_raw = isinstance(obj.get("raw"), dict) + has_final = isinstance(obj.get("final"), dict) + + if has_raw and has_final: + # Always include BOTH: + # - raw as BioHEL_noRPE + rows.append(_make_row("BioHEL", "BioHEL_noRPE", p, obj, obj["raw"])) + # - final as BioHEL_RPE (even if postprocess keys absent, per your rule final == RPE output) + rows.append(_make_row("BioHEL", "BioHEL_RPE", p, obj, obj["final"])) + + # Only final + if has_final and not has_raw: + final_block = obj["final"] + scenario = "BioHEL_RPE" if is_rpe_final_block(final_block) else "BioHEL_noRPE" + rows.append(_make_row("BioHEL", scenario, p, obj, final_block)) + + # Only raw + if has_raw and not has_final: + rows.append(_make_row("BioHEL", "BioHEL_noRPE", p, obj, obj["raw"])) + continue + + # Flat dict (no raw/final): treat as noRPE + if "train_file" in obj and "runtime" in obj: + rows.append(_make_row("BioHEL", "BioHEL_noRPE", p, obj, obj)) + continue + + if not rows: + return pd.DataFrame() + return pd.DataFrame(rows) + + +def build_long_rows_from_ripper(ripper_root: str) -> pd.DataFrame: + """ + RIPPER metrics.json is flat; no raw/final. + """ + paths = find_files(ripper_root, "metrics.json") + rows: List[Dict[str, Any]] = [] + + for p in paths: + obj = load_json(p) + if obj is None or not isinstance(obj, dict): + continue + if "train_file" not in obj or "runtime" not in obj: + continue + + rows.append(_make_row("RIPPER", "RIPPER", p, obj, obj)) + + if not rows: + return pd.DataFrame() + return pd.DataFrame(rows) + + +# ----------------------------- +# Summary tables +# ----------------------------- +def ideal_solution_k_over_n(sub: pd.DataFrame, dataset: str, scenario:str) -> str: + if dataset not in IDEAL_COUNTS: + return "" + if sub.empty: + return "0/0" + acc = pd.to_numeric(sub["test_accuracy"], errors="coerce") + rules = pd.to_numeric(sub["rule_count"], errors="coerce") + n = int(sub.shape[0]) + ideal_count = IDEAL_COUNTS[dataset] if scenario != "RIPPER" else IDEAL_COUNTS[dataset] - 1 + k = int(((acc == IDEAL_ACC) & (rules == ideal_count)).sum()) + return f"{k}/{n}" + + +def fmt_mean_std(series: pd.Series, digits: Optional[int]) -> str: + s = pd.to_numeric(series, errors="coerce").dropna() + if s.empty: + return "NA" + mean = float(s.mean()) + std = float(s.std()) + if digits is None: + if float(mean).is_integer() and float(std).is_integer(): + return f"{int(mean)} ({int(std)})" + return f"{mean} ({std})" + return f"{float(mean):.{digits}f}({float(std):.{digits}f})" + # return f"{round(mean, digits)} ({round(std, digits)})" + + +def build_summary(df_long: pd.DataFrame) -> pd.DataFrame: + if df_long.empty: + return pd.DataFrame(columns=["Dataset", "Scenario", "Test Acc.", "Test Cover", "Rule Count", "Run Time", "Ideal Solution"]) + + rows = [] + for (dataset, scenario), g in df_long.groupby(["Dataset", "Scenario"], dropna=False): + rows.append({ + "Dataset": dataset, + "Scenario": scenario, + "Test Acc.": fmt_mean_std(g["test_accuracy"], 3), + "Test Cover": fmt_mean_std(g["test_coverage"], 3), + "Rule Count": fmt_mean_std(g["rule_count"], 1), + "Run Time": fmt_mean_std(g["run_time_minutes"], 1), + "Ideal Solution": ideal_solution_k_over_n(g, dataset, scenario), + }) + + return ( + pd.DataFrame(rows) + .sort_values(["Dataset", "Scenario"], kind="mergesort") + .reset_index(drop=True) + ) + + +# ----------------------------- +# Main +# ----------------------------- +def main() -> int: + ap = argparse.ArgumentParser() + ap.add_argument("--biohel_root", required=True, type=str, help="Parent folder containing BioHEL no-RPE and RPE outputs.") + ap.add_argument("--ripper_root", required=True, type=str, help="Root folder for RIPPER outputs.") + ap.add_argument("--out", required=True, type=str, help="Output folder for summary CSVs.") + args = ap.parse_args() + + os.makedirs(args.out, exist_ok=True) + + biohel_df = build_long_rows_from_biohel(args.biohel_root) + ripper_df = build_long_rows_from_ripper(args.ripper_root) + combined = pd.concat([biohel_df, ripper_df], axis=0, ignore_index=True, sort=False) + + long_cols = [ + "AlgorithmFamily", "Scenario", "Dataset", + "seed", "train_file", "test_file", + "test_accuracy", "test_coverage", + "rule_count", + "runtime", "postprocess_wall_time", "preprocess_time", "final_runtime", "run_time_minutes", + "_source_json", + ] + long_out = combined[[c for c in long_cols if c in combined.columns]].copy() + long_path = os.path.join(args.out, "combined_runs_long.csv") + long_out.to_csv(long_path, index=False) + + summary = build_summary(combined) + summary_path = os.path.join(args.out, "summary_by_dataset.csv") + summary.to_csv(summary_path, index=False) + + mux = summary[summary["Dataset"].isin(IDEAL_COUNTS.keys())].copy() + nonmux = summary[~summary["Dataset"].isin(IDEAL_COUNTS.keys())].copy() + + mux_path = os.path.join(args.out, "summary_multiplexer_only.csv") + nonmux_path = os.path.join(args.out, "summary_gametes_only.csv") + mux.to_csv(mux_path, index=False) + nonmux.to_csv(nonmux_path, index=False) + + print(f"[OK] Wrote: {long_path}") + print(f"[OK] Wrote: {summary_path}") + print(f"[OK] Wrote: {mux_path}") + print(f"[OK] Wrote: {nonmux_path}") + + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/evaluation/experiments/comparison_algs_scripts/postprocess b/evaluation/experiments/comparison_algs_scripts/postprocess new file mode 100755 index 0000000..fd84866 Binary files /dev/null and b/evaluation/experiments/comparison_algs_scripts/postprocess differ diff --git a/evaluation/experiments/comparison_algs_scripts/postprocess.conf b/evaluation/experiments/comparison_algs_scripts/postprocess.conf new file mode 100644 index 0000000..fdcc5db --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/postprocess.conf @@ -0,0 +1,43 @@ +# Original BioHEL-RPE postprocess configuration + +crossover operator 1px +default class major +fitness function mdl +initialization min classifiers 20 +initialization max classifiers 20 +iterations 50 +mdl initial tl ratio 0.25 +mdl iteration 10 +mdl weight relax factor 0.90 +pop size 500 +prob crossover 0.6 +prob individual mutation 0.6 +prob one 0.75 +selection algorithm tournamentwor +tournament size 4 +windowing ilas 1 +dump evolution stats +smart init +class wise init +coverage breakpoint 0.01 +repetitions of rule learning 2 +coverage ratio 0.90 + +kr hyperrect +num expressed attributes init 15 +hyperrectangle uses list of attributes +prob generalize list 0.10 +prob specialize list 0.10 + +# BioHEL-RPE postprocess configuration +# Operator policies (keep exactly as requested) + +operator 1 policy cl +operator 2 policy pr +operator 3 policy cl2 +operator 4 policy pr +operator 5 policy sw + +# Optional: keep stats concise (END) vs verbose (ALL) +trainset stats enabled END +testset stats enabled END diff --git a/evaluation/experiments/comparison_algs_scripts/run_biohel_hpc.py b/evaluation/experiments/comparison_algs_scripts/run_biohel_hpc.py new file mode 100644 index 0000000..ec22697 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/run_biohel_hpc.py @@ -0,0 +1,256 @@ +#!/usr/bin/env python3 +import sys +import os +import time +import argparse +from pathlib import Path + + +def main(argv): + parser = argparse.ArgumentParser(description="Submit BioHEL jobs across datasets × seeds × CV folds") + + # Paths + parser.add_argument("--d", dest="datafolder", type=str, required=True, + help="Path to data folder containing dataset subfolders.") + parser.add_argument("--w", dest="writepath", type=str, required=True, + help="Base folder where output/, scratch/, logs/ will be written.") + parser.add_argument("--o", dest="outputfolder", type=str, required=True, + help="Unique analysis name (used as BioHEL_).") + + # Dataset columns + parser.add_argument("--ol", dest="outcome_label", type=str, default="Class") + parser.add_argument("--il", dest="instanceID_label", type=str, default="InstanceID") + parser.add_argument("--el", dest="excluded_column", type=str, default="Group") + + # Experiment loop + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + parser.add_argument("--rs0", dest="seed_start", type=int, default=0, + help="Seed index start (default 0). Useful for partial runs.") + + # Binaries + parser.add_argument("--biohel_bin", dest="biohel_bin", type=str, default="./biohel", + help="BioHEL binary name or full path.") + parser.add_argument("--enable_rpe", dest="enable_rpe", action="store_true", + help="Enable BioHEL-RPE postprocessing stage.") + parser.add_argument("--postprocess_bin", dest="postprocess_bin", type=str, default="./postprocess", + help="RPE binary name (postprocess or postprocessing) or full path.") + parser.add_argument("--postprocess_conf", dest="postprocess_conf", type=str, default="postprocess.conf", + help="Path to RPE config file (e.g., test-pp.conf).") + + # HPC + parser.add_argument("--rc", dest="run_cluster", type=str, default="LSF", choices=["LSF", "SLURM"]) + parser.add_argument("--rm", dest="reserved_memory", type=int, default=4) + parser.add_argument("--q", dest="queue", type=str, default="i2c2_normal") + + # Check/resubmit + parser.add_argument("--check", dest="check", action="store_true", + help="If set: do not submit new jobs, only report missing folds (result_row.csv).") + parser.add_argument("--resub", dest="resubmit", action="store_true", + help="If set with --check: resubmit missing folds.") + + parser.add_argument("--v", dest="verbose", action="store_true") + + opts = parser.parse_args(argv[1:]) + + datafolder = Path(opts.datafolder) + writepath = Path(opts.writepath) + outputfolder = opts.outputfolder + + outcome_label = opts.outcome_label + instanceID_label = opts.instanceID_label + excluded_column = opts.excluded_column + + cv_partitions = int(opts.cv_partitions) + random_seeds = int(opts.random_seeds) + seed_start = int(opts.seed_start) + + biohel_bin = opts.biohel_bin + enable_rpe = bool(opts.enable_rpe) + postprocess_bin = opts.postprocess_bin + postprocess_conf = opts.postprocess_conf + + run_cluster = opts.run_cluster + reserved_memory = int(opts.reserved_memory) + queue = opts.queue + + check = bool(opts.check) + resubmit = bool(opts.resubmit) + verbose = bool(opts.verbose) + + algorithm = "BioHEL" + + # Folder management + writepath.mkdir(parents=True, exist_ok=True) + + base_output_root = writepath / "output" + base_output_root.mkdir(exist_ok=True) + + scratchPath = writepath / "scratch" + scratchPath.mkdir(exist_ok=True) + + logPath = writepath / "logs" + logPath.mkdir(exist_ok=True) + + base_output_path_0 = base_output_root / f"{algorithm}_{outputfolder}" + base_output_path_0.mkdir(exist_ok=True) + + # Loop and submit + jobCount = 0 + missing_count = 0 + + for entry in sorted(os.listdir(datafolder)): + dataset_dir = datafolder / entry + if not dataset_dir.is_dir(): + continue + + dataset_out_dir = base_output_path_0 / entry + dataset_out_dir.mkdir(exist_ok=True) + + # Submit for each seed and CV fold + for seed_idx in range(seed_start, random_seeds): + seed_out_dir = dataset_out_dir / f"seed_{seed_idx}" + seed_out_dir.mkdir(exist_ok=True) + + for cv_idx in range(1, cv_partitions + 1): + train_path = dataset_dir / f"{entry}_CV_Train_{cv_idx}.txt" + if not train_path.exists(): + # Skip silently if not a CV dataset folder + continue + + cv_out_dir = seed_out_dir / f"cv_{cv_idx}" + cv_out_dir.mkdir(exist_ok=True) + + sentinel = cv_out_dir / "result_row.csv" + + if check: + if not sentinel.exists(): + missing_count += 1 + print(f"Missing: {cv_out_dir}") + if resubmit: + _submit_one( + run_cluster=run_cluster, + scratchPath=scratchPath, + logPath=logPath, + reserved_memory=reserved_memory, + queue=queue, + job_label=f"{entry}_seed_{seed_idx}_cv_{cv_idx}", + train_path=str(train_path), + output_dir=str(cv_out_dir), + outcome_label=outcome_label, + instanceID_label=instanceID_label, + excluded_column=excluded_column, + seed=seed_idx, + biohel_bin=biohel_bin, + enable_rpe=enable_rpe, + postprocess_bin=postprocess_bin, + postprocess_conf=postprocess_conf, + verbose=verbose, + ) + jobCount += 1 + continue + + # Normal run: submit if not complete + if not sentinel.exists(): + _submit_one( + run_cluster=run_cluster, + scratchPath=scratchPath, + logPath=logPath, + reserved_memory=reserved_memory, + queue=queue, + job_label=f"{entry}_seed_{seed_idx}_cv_{cv_idx}", + train_path=str(train_path), + output_dir=str(cv_out_dir), + outcome_label=outcome_label, + instanceID_label=instanceID_label, + excluded_column=excluded_column, + seed=seed_idx, + biohel_bin=biohel_bin, + enable_rpe=enable_rpe, + postprocess_bin=postprocess_bin, + postprocess_conf=postprocess_conf, + verbose=verbose, + ) + jobCount += 1 + else: + if verbose: + print(f"Exists: {sentinel}") + + if check: + print(f"{missing_count} folds incomplete.") + if resubmit: + print(f"{jobCount} jobs resubmitted.") + else: + print(f"{jobCount} jobs submitted.") + + +def _submit_one( + run_cluster: str, + scratchPath: Path, + logPath: Path, + reserved_memory: int, + queue: str, + job_label: str, + train_path: str, + output_dir: str, + outcome_label: str, + instanceID_label: str, + excluded_column: str, + seed: int, + biohel_bin: str, + enable_rpe: bool, + postprocess_bin: str, + postprocess_conf: str, + verbose: bool, +): + job_ref = str(time.time()) + job_name = f"BIOHEL_{job_label}_{job_ref}" + job_path = scratchPath / f"{job_name}_run.sh" + + cmd = ( + f"python job_biohel_hpc.py" + f" --d {train_path}" + f" --o {output_dir}" + f" --biohel {biohel_bin}" + f" --ol {outcome_label}" + f" --il {instanceID_label}" + f" --el {excluded_column}" + f" --rs {seed}" + ) + + if enable_rpe: + cmd += ( + f" --enable_rpe" + f" --postprocess_bin {postprocess_bin}" + f" --postprocess_conf {postprocess_conf}" + ) + + if verbose: + cmd += " --v" + + with open(job_path, "w") as sh: + sh.write("#!/bin/bash\n") + if run_cluster == "LSF": + sh.write(f"#BSUB -q {queue}\n") + sh.write(f"#BSUB -J {job_name}\n") + sh.write(f'#BSUB -R "rusage[mem={reserved_memory}G]"\n') + sh.write(f"#BSUB -M {reserved_memory}GB\n") + sh.write(f"#BSUB -o {logPath}/{job_name}.o\n") + sh.write(f"#BSUB -e {logPath}/{job_name}.e\n") + sh.write(cmd + "\n") + else: + sh.write(f"#SBATCH -p {queue}\n") + sh.write(f"#SBATCH --job-name={job_name}\n") + sh.write(f"#SBATCH --mem={reserved_memory}G\n") + sh.write(f"#SBATCH -o {logPath}/{job_name}.o\n") + sh.write(f"#SBATCH -e {logPath}/{job_name}.e\n") + sh.write("srun " + cmd + "\n") + + if run_cluster == "LSF": + os.system(f"bsub < {job_path}") + else: + os.system(f"sbatch {job_path}") + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/run_biohel_sum_hpc.py b/evaluation/experiments/comparison_algs_scripts/run_biohel_sum_hpc.py new file mode 100644 index 0000000..0124907 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/run_biohel_sum_hpc.py @@ -0,0 +1,167 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import sys +import os +import time +import argparse + + +def main(argv): + parser = argparse.ArgumentParser(description="BioHEL summary submission (LSF/Slurm/Local)") + + # Script parameters + parser.add_argument("--w", dest="writepath", type=str, required=True, + help="Path where outputs/logs/scratch live") + parser.add_argument("--o", dest="outputfolder", type=str, required=True, + help="Unique folder name for this analysis") + + # Experiment parameters + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + + # HPC parameters + parser.add_argument("--rc", dest="run_cluster", type=str, default="LSF", + help="Cluster type: LSF, SLURM, or LOCAL") + parser.add_argument("--rm", dest="reserved_memory", type=int, default=4, + help="Reserved memory (GB)") + parser.add_argument("--q", dest="queue", type=str, default="i2c2_normal", + help="LSF queue or Slurm partition") + parser.add_argument("--python", dest="python_cmd", type=str, default="python", + help="Python executable") + parser.add_argument("--job", dest="job_script", type=str, default="job_biohel_sum_hpc.py", + help="Summary worker script") + + parser.add_argument("--plots", dest="plots", action="store_true", + help="Generate plots in summary") + + options = parser.parse_args(argv[1:]) + + writepath = options.writepath + outputfolder = options.outputfolder + cv_partitions = options.cv_partitions + random_seeds = options.random_seeds + + run_cluster = options.run_cluster.upper() + reserved_memory = options.reserved_memory + queue = options.queue + python_cmd = options.python_cmd + job_script = options.job_script + plots = options.plots + + algorithm = "BioHEL" + + # Folder management (mirror HEROS) + if not os.path.exists(writepath): + os.mkdir(writepath) + + base_output_path = os.path.join(writepath, "output") + if not os.path.exists(base_output_path): + os.mkdir(base_output_path) + + scratchPath = os.path.join(writepath, "scratch") + if not os.path.exists(scratchPath): + os.mkdir(scratchPath) + + logPath = os.path.join(writepath, "logs") + if not os.path.exists(logPath): + os.mkdir(logPath) + + base_output_path_0 = os.path.join(base_output_path, f"{algorithm}_{outputfolder}") + if not os.path.exists(base_output_path_0): + os.mkdir(base_output_path_0) + + if run_cluster == "LSF": + submit_lsf_cluster_job( + scratchPath, logPath, reserved_memory, queue, + base_output_path_0, cv_partitions, random_seeds, + outputfolder, python_cmd, job_script, plots + ) + elif run_cluster == "SLURM": + submit_slurm_cluster_job( + scratchPath, logPath, reserved_memory, queue, + base_output_path_0, cv_partitions, random_seeds, + outputfolder, python_cmd, job_script, plots + ) + elif run_cluster == "LOCAL": + cmd = ( + f"{python_cmd} {job_script}" + f" --o {base_output_path_0}" + f" --cv {cv_partitions}" + f" --r {random_seeds}" + + (" --plots" if plots else "") + ) + rc = os.system(cmd) + if rc != 0: + print("LOCAL summary failed.") + return 1 + else: + print("ERROR: Cluster type not found") + return 1 + + print("1 job submitted successfully") + return 0 + + +def submit_lsf_cluster_job( + scratchPath, logPath, reserved_memory, queue, + base_output_path_0, cv_partitions, random_seeds, + outputfolder, python_cmd, job_script, plots +): + job_ref = str(time.time()) + job_name = f"BIOHEL_summary_{outputfolder}_{job_ref}" + job_path = os.path.join(scratchPath, job_name + "_run.sh") + + with open(job_path, "w") as sh: + sh.write("#!/bin/bash\n") + sh.write("#BSUB -q " + queue + "\n") + sh.write("#BSUB -J " + job_name + "\n") + sh.write("#BSUB -n 1\n") + sh.write('#BSUB -R "rusage[mem=' + str(reserved_memory) + 'G]"\n') + sh.write("#BSUB -M " + str(reserved_memory) + "GB\n") + sh.write("#BSUB -o " + os.path.join(logPath, job_name) + ".o\n") + sh.write("#BSUB -e " + os.path.join(logPath, job_name) + ".e\n") + + cmd = ( + f"{python_cmd} {job_script}" + f" --o {base_output_path_0}" + f" --cv {cv_partitions}" + f" --r {random_seeds}" + + (" --plots" if plots else "") + ) + sh.write(cmd + "\n") + + os.system("bsub < " + job_path) + + +def submit_slurm_cluster_job( + scratchPath, logPath, reserved_memory, queue, + base_output_path_0, cv_partitions, random_seeds, + outputfolder, python_cmd, job_script, plots +): + job_ref = str(time.time()) + job_name = f"BIOHEL_summary_{outputfolder}_{job_ref}" + job_path = os.path.join(scratchPath, job_name + "_run.sh") + + with open(job_path, "w") as sh: + sh.write("#!/bin/bash\n") + sh.write("#SBATCH -p " + queue + "\n") + sh.write("#SBATCH --job-name=" + job_name + "\n") + sh.write("#SBATCH --mem=" + str(reserved_memory) + "G\n") + sh.write("#SBATCH -o " + os.path.join(logPath, job_name) + ".o\n") + sh.write("#SBATCH -e " + os.path.join(logPath, job_name) + ".e\n") + + cmd = ( + f"srun {python_cmd} {job_script}" + f" --o {base_output_path_0}" + f" --cv {cv_partitions}" + f" --r {random_seeds}" + + (" --plots" if plots else "") + ) + sh.write(cmd + "\n") + + os.system("sbatch " + job_path) + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/run_commands.txt b/evaluation/experiments/comparison_algs_scripts/run_commands.txt new file mode 100644 index 0000000..96c7d81 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/run_commands.txt @@ -0,0 +1,228 @@ +############################################################ +# SHARED: CREATE CV FOLDS (already same as HEROS) +############################################################ + +# GAMETES +python run_CV_Partitioner.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data \ + --w /project/kamoun_shared/data_shared/heros_sim_data \ + --o gametes_data_cv \ + --cv 10 \ + --l Class + +# MULTIPLEXER +python run_CV_Partitioner.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data \ + --w /project/kamoun_shared/data_shared/heros_sim_data \ + --o multiplexer_data_cv \ + --cv 10 \ + --l Class + + + +############################################################ +# BIOHEL PIPELINE +############################################################ + +# ------------------------------------------------------------ +# BioHEL single-fold debug run (no HPC) – Multiplexer example +# ------------------------------------------------------------ +python job_biohel_hpc.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv/A_multiplexer_6_bit_500_inst/A_multiplexer_6_bit_500_inst_CV_Train_1.txt \ + --o /project/kamoun_shared/output_shared/biohel_debug/A_multiplexer_6_bit_500_inst/seed_0/cv_1 \ + --ol Class \ + --il InstanceID \ + --el Group \ + --rs 0 \ + --enable_rpe \ + --v + + + +# ------------------------------------------------------------ +# BioHEL Training on HPC (LSF) – Multiplexer (seed × CV) +# ------------------------------------------------------------ +python run_biohel_hpc.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv \ + --w /project/kamoun_shared/output_shared/biohel_gecco \ + --o multiplexer_cv \ + --ol Class \ + --il InstanceID \ + --el Group \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --enable_rpe + + +# ------------------------------------------------------------ +# BioHEL Training on HPC (LSF) – GAMETES (seed × CV) +# ------------------------------------------------------------ +python run_biohel_hpc.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv \ + --w /project/kamoun_shared/output_shared/biohel_gecco \ + --o gametes_cv \ + --ol Class \ + --il InstanceID \ + --el Model \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --enable_rpe + + + +# ------------------------------------------------------------ +# BioHEL SUMMARY (one summary job) – Multiplexer +# ------------------------------------------------------------ +python run_biohel_sum_hpc.py \ + --w /project/kamoun_shared/output_shared/biohel_gecco \ + --o multiplexer_cv \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 + + +# ------------------------------------------------------------ +# BioHEL SUMMARY (one summary job) – GAMETES +# ------------------------------------------------------------ +python run_biohel_sum_hpc.py \ + --w /project/kamoun_shared/output_shared/biohel_gecco \ + --o gametes_cv \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 + + + +############################################################ +# RIPPER PIPELINE (wittgenstein) +############################################################ + +# ------------------------------------------------------------ +# RIPPER single-fold debug run (no HPC) – Multiplexer example +# ------------------------------------------------------------ +python job_ripper_hpc.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv/A_multiplexer_6_bit_500_inst/A_multiplexer_6_bit_500_inst_CV_Train_1.txt \ + --o /project/kamoun_shared/output_shared/ripper_debug/A_multiplexer_6_bit_500_inst/seed_0/cv_1 \ + --ol Class \ + --il InstanceID \ + --el Group \ + --rs 0 \ + --verbosity 0 \ + --v + + + +# ------------------------------------------------------------ +# RIPPER Training on HPC (LSF) – Multiplexer (seed × CV) +# ------------------------------------------------------------ +python run_ripper_hpc.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv \ + --w /project/kamoun_shared/output_shared/ripper_gecco \ + --o multiplexer_cv \ + --ol Class \ + --il InstanceID \ + --el Group \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --verbosity 0 + + +# ------------------------------------------------------------ +# RIPPER Training on HPC (LSF) – GAMETES (seed × CV) +# ------------------------------------------------------------ + +python run_ripper_hpc.py \ + --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv \ + --w /project/kamoun_shared/output_shared/ripper_gecco \ + --o gametes_cv \ + --ol Class \ + --il InstanceID \ + --el Model \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --verbosity 0 + + +# ------------------------------------------------------------ +# RIPPER SUMMARY (one summary job) – Multiplexer +# ------------------------------------------------------------ +python run_ripper_sum_hpc.py \ + --w /project/kamoun_shared/output_shared/ripper_gecco \ + --o multiplexer_cv \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --plots + + +# ------------------------------------------------------------ +# RIPPER SUMMARY (one summary job) – GAMETES +# ------------------------------------------------------------ +python run_ripper_sum_hpc.py \ + --w /project/kamoun_shared/output_shared/ripper_gecco \ + --o gametes_cv \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal \ + --cv 10 \ + --r 20 \ + --plots + + +############################################################ +# Final Paper Tables +############################################################ + +# For Primary Empherical Performance Tables +python job_sum_table_hpc.py \ + --biohel_root /project/kamoun_shared/output_shared/biohel_gecco \ + --ripper_root /project/kamoun_shared/output_shared/ripper_gecco \ + --out /project/kamoun_shared/output_shared/paper_tables + +# For Statistic Significance Test Tables +## Runs from HEROS has to be complete + +python stats_scripts/combine_heros_for_stats.py \ + --root /project/kamoun_shared/gabe/I2C2-Documentation/output \ + --outdir /project/kamoun_shared/output_shared/paper_tables \ + --outname combined_heros_cv_default_runs_long.csv + +python stats_scripts/job_statistical_test.py \ + --heros_csv /project/kamoun_shared/output_shared/paper_tables/combined_heros_cv_default_runs_long.csv \ + --other_csv /project/kamoun_shared/output_shared/paper_tables/combined_runs_long.csv \ + --outdir /project/kamoun_shared/output_shared/paper_tables \ + --prefix heros_baseline_wilcoxon \ + --alpha 0.05 + + +############################################################ +# OPTIONAL: CLEANUP (remove scratch scripts + logs) +############################################################ + +# BioHEL cleanup +python cleanup_hpc_artifacts.py \ + --w /project/kamoun_shared/output_shared/biohel_gecco \ + --yes + +# RIPPER cleanup +python cleanup_hpc_artifacts.py \ + --w /project/kamoun_shared/output_shared/ripper_gecco \ + --yes diff --git a/evaluation/experiments/comparison_algs_scripts/run_ripper_hpc.py b/evaluation/experiments/comparison_algs_scripts/run_ripper_hpc.py new file mode 100644 index 0000000..e6c3278 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/run_ripper_hpc.py @@ -0,0 +1,211 @@ +#!/usr/bin/env python3 +import sys +import os +import time +import argparse +from pathlib import Path + + +def main(argv): + parser = argparse.ArgumentParser(description="Submit RIPPER (wittgenstein) jobs across datasets × seeds × CV folds") + + # Paths + parser.add_argument("--d", dest="datafolder", type=str, required=True, + help="Path to data folder containing dataset subfolders.") + parser.add_argument("--w", dest="writepath", type=str, required=True, + help="Base folder where output/, scratch/, logs/ will be written.") + parser.add_argument("--o", dest="outputfolder", type=str, required=True, + help="Unique analysis name (used as RIPPER_).") + + # Dataset columns + parser.add_argument("--ol", dest="outcome_label", type=str, default="Class") + parser.add_argument("--il", dest="instanceID_label", type=str, default="InstanceID") + parser.add_argument("--el", dest="excluded_column", type=str, default="Group") + + # Experiment loop + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + parser.add_argument("--rs0", dest="seed_start", type=int, default=0) + + # RIPPER params (subset of common ones; extend as needed) + parser.add_argument("--max_rules", dest="max_rules", type=int, default=None, + help="Optional cap on number of rules.") + parser.add_argument("--verbosity", dest="ripper_verbosity", type=int, default=0, + help="wittgenstein verbosity (0 is quiet).") + + # HPC + parser.add_argument("--rc", dest="run_cluster", type=str, default="LSF", choices=["LSF", "SLURM"]) + parser.add_argument("--rm", dest="reserved_memory", type=int, default=4) + parser.add_argument("--q", dest="queue", type=str, default="i2c2_normal") + + # Check/resubmit + parser.add_argument("--check", dest="check", action="store_true") + parser.add_argument("--resub", dest="resubmit", action="store_true") + + parser.add_argument("--v", dest="verbose", action="store_true") + + opts = parser.parse_args(argv[1:]) + + datafolder = Path(opts.datafolder) + writepath = Path(opts.writepath) + outputfolder = opts.outputfolder + + outcome_label = opts.outcome_label + instanceID_label = opts.instanceID_label + excluded_column = opts.excluded_column + + cv_partitions = int(opts.cv_partitions) + random_seeds = int(opts.random_seeds) + seed_start = int(opts.seed_start) + + max_rules = opts.max_rules + ripper_verbosity = int(opts.ripper_verbosity) + + run_cluster = opts.run_cluster + reserved_memory = int(opts.reserved_memory) + queue = opts.queue + + check = bool(opts.check) + resubmit = bool(opts.resubmit) + verbose = bool(opts.verbose) + + algorithm = "RIPPER" + + # Folder management + writepath.mkdir(parents=True, exist_ok=True) + (writepath / "output").mkdir(exist_ok=True) + (writepath / "scratch").mkdir(exist_ok=True) + (writepath / "logs").mkdir(exist_ok=True) + + base_output_path_0 = writepath / "output" / f"{algorithm}_{outputfolder}" + base_output_path_0.mkdir(exist_ok=True) + + jobCount = 0 + missing_count = 0 + + for entry in sorted(os.listdir(datafolder)): + dataset_dir = datafolder / entry + if not dataset_dir.is_dir(): + continue + + dataset_out_dir = base_output_path_0 / entry + dataset_out_dir.mkdir(exist_ok=True) + + for seed_idx in range(seed_start, random_seeds): + seed_out_dir = dataset_out_dir / f"seed_{seed_idx}" + seed_out_dir.mkdir(exist_ok=True) + + for cv_idx in range(1, cv_partitions + 1): + train_path = dataset_dir / f"{entry}_CV_Train_{cv_idx}.txt" + if not train_path.exists(): + continue + + cv_out_dir = seed_out_dir / f"cv_{cv_idx}" + cv_out_dir.mkdir(exist_ok=True) + + sentinel = cv_out_dir / "result_row.csv" + + if check: + if not sentinel.exists(): + missing_count += 1 + print(f"Missing: {cv_out_dir}") + if resubmit: + _submit_one( + run_cluster, writepath, reserved_memory, queue, + job_label=f"{entry}_seed_{seed_idx}_cv_{cv_idx}", + train_path=str(train_path), + output_dir=str(cv_out_dir), + outcome_label=outcome_label, + instanceID_label=instanceID_label, + excluded_column=excluded_column, + seed=seed_idx, + max_rules=max_rules, + ripper_verbosity=ripper_verbosity, + verbose=verbose, + ) + jobCount += 1 + continue + + if not sentinel.exists(): + _submit_one( + run_cluster, writepath, reserved_memory, queue, + job_label=f"{entry}_seed_{seed_idx}_cv_{cv_idx}", + train_path=str(train_path), + output_dir=str(cv_out_dir), + outcome_label=outcome_label, + instanceID_label=instanceID_label, + excluded_column=excluded_column, + seed=seed_idx, + max_rules=max_rules, + ripper_verbosity=ripper_verbosity, + verbose=verbose, + ) + jobCount += 1 + else: + if verbose: + print(f"Exists: {sentinel}") + + if check: + print(f"{missing_count} folds incomplete.") + if resubmit: + print(f"{jobCount} jobs resubmitted.") + else: + print(f"{jobCount} jobs submitted.") + return 0 + + +def _submit_one(run_cluster, writepath: Path, reserved_memory: int, queue: str, + job_label: str, train_path: str, output_dir: str, + outcome_label: str, instanceID_label: str, excluded_column: str, + seed: int, max_rules, ripper_verbosity: int, verbose: bool): + + scratchPath = writepath / "scratch" + logPath = writepath / "logs" + job_ref = str(time.time()) + job_name = f"RIPPER_{job_label}_{job_ref}" + job_path = scratchPath / f"{job_name}_run.sh" + + cmd = ( + f"python job_ripper_hpc.py" + f" --d {train_path}" + f" --o {output_dir}" + f" --ol {outcome_label}" + f" --il {instanceID_label}" + f" --el {excluded_column}" + f" --rs {seed}" + f" --verbosity {ripper_verbosity}" + ) + if max_rules is not None: + cmd += f" --max_rules {int(max_rules)}" + if verbose: + cmd += " --v" + + with open(job_path, "w") as sh: + sh.write("#!/bin/bash\n") + if run_cluster == "LSF": + sh.write(f"#BSUB -q {queue}\n") + sh.write(f"#BSUB -J {job_name}\n") + sh.write("#BSUB -n 1\n") + sh.write(f'#BSUB -R "select[type==local] span[hosts=1] rusage[mem={reserved_memory}G]"\n') + # sh.write(f'#BSUB -R "span[hosts=1] rusage[mem={reserved_memory}G]"\n') + # sh.write(f'#BSUB -R "rusage[mem={reserved_memory}G]"\n') + sh.write(f"#BSUB -M {reserved_memory}GB\n") + sh.write(f"#BSUB -o {logPath}/{job_name}.o\n") + sh.write(f"#BSUB -e {logPath}/{job_name}.e\n") + sh.write(cmd + "\n") + else: + sh.write(f"#SBATCH -p {queue}\n") + sh.write(f"#SBATCH --job-name={job_name}\n") + sh.write(f"#SBATCH --mem={reserved_memory}G\n") + sh.write(f"#SBATCH -o {logPath}/{job_name}.o\n") + sh.write(f"#SBATCH -e {logPath}/{job_name}.e\n") + sh.write("srun " + cmd + "\n") + + if run_cluster == "LSF": + os.system(f"bsub < {job_path}") + else: + os.system(f"sbatch {job_path}") + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/run_ripper_sum_hpc.py b/evaluation/experiments/comparison_algs_scripts/run_ripper_sum_hpc.py new file mode 100644 index 0000000..e7f4b57 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/run_ripper_sum_hpc.py @@ -0,0 +1,91 @@ +#!/usr/bin/env python3 +import sys +import os +import time +import argparse +from pathlib import Path + + +def main(argv): + parser = argparse.ArgumentParser(description="Submit RIPPER summary job (HEROS-like outputs)") + + parser.add_argument("--w", dest="writepath", type=str, required=True) + parser.add_argument("--o", dest="outputfolder", type=str, required=True) + + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + + parser.add_argument("--rc", dest="run_cluster", type=str, default="LSF", choices=["LSF", "SLURM"]) + parser.add_argument("--rm", dest="reserved_memory", type=int, default=1) + parser.add_argument("--q", dest="queue", type=str, default="i2c2_normal") + + parser.add_argument("--plots", dest="plots", action="store_true", + help="Generate boxplots (testing accuracy, rule count, coverage).") + + opts = parser.parse_args(argv[1:]) + + writepath = Path(opts.writepath) + outputfolder = opts.outputfolder + + cv_partitions = int(opts.cv_partitions) + random_seeds = int(opts.random_seeds) + + run_cluster = opts.run_cluster + reserved_memory = int(opts.reserved_memory) + queue = opts.queue + plots = bool(opts.plots) + + algorithm = "RIPPER" + + base_output_path_0 = writepath / "output" / f"{algorithm}_{outputfolder}" + if not base_output_path_0.exists(): + raise FileNotFoundError(f"Expected output folder not found: {base_output_path_0}") + + scratchPath = writepath / "scratch" + scratchPath.mkdir(parents=True, exist_ok=True) + + logPath = writepath / "logs" + logPath.mkdir(parents=True, exist_ok=True) + + job_ref = str(time.time()) + job_name = f"RIPPER_summary_{outputfolder}_{job_ref}" + job_path = scratchPath / f"{job_name}_run.sh" + + cmd = ( + f"python job_ripper_sum_hpc.py" + f" --o {base_output_path_0}" + f" --cv {cv_partitions}" + f" --r {random_seeds}" + ) + if plots: + cmd += " --plots" + + with open(job_path, "w") as sh: + sh.write("#!/bin/bash\n") + if run_cluster == "LSF": + sh.write(f"#BSUB -q {queue}\n") + sh.write(f"#BSUB -J {job_name}\n") + sh.write(f'#BSUB -R "rusage[mem={reserved_memory}G]"\n') + sh.write(f"#BSUB -M {reserved_memory}GB\n") + sh.write(f"#BSUB -o {logPath}/{job_name}.o\n") + sh.write(f"#BSUB -e {logPath}/{job_name}.e\n") + sh.write(cmd + "\n") + else: + sh.write(f"#SBATCH -p {queue}\n") + sh.write(f"#SBATCH --job-name={job_name}\n") + sh.write(f"#SBATCH --mem={reserved_memory}G\n") + sh.write(f"#SBATCH -o {logPath}/{job_name}.o\n") + sh.write(f"#SBATCH -e {logPath}/{job_name}.e\n") + sh.write("srun " + cmd + "\n") + + if run_cluster == "LSF": + os.system(f"bsub < {job_path}") + else: + os.system(f"sbatch {job_path}") + + print("1 job submitted successfully") + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/comparison_algs_scripts/stats_scripts/combine_heros_for_stats.py b/evaluation/experiments/comparison_algs_scripts/stats_scripts/combine_heros_for_stats.py new file mode 100644 index 0000000..bb07680 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/stats_scripts/combine_heros_for_stats.py @@ -0,0 +1,160 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import argparse +from pathlib import Path +import sys + +import numpy as np +import pandas as pd + + +DEFAULT_ROOT = Path("/project/kamoun_shared/gabe/I2C2-Documentation/output") +DEFAULT_OUTDIR = Path("/project/kamoun_shared/output_shared/paper_tables") +DEFAULT_OUTNAME = "combined_heros_cv_default_runs_long.csv" + + +def is_cv_default(path: Path) -> bool: + """ + Keep ONLY cv_default runs. + Exclude cv_equal, tree_init, fb_tree_init, etc. + """ + p = str(path) + return ("cv_default" in p) and ("cv_equal" not in p) and ("tree_init" not in p) + + +def parse_metadata(csv_path: Path) -> dict: + """ + Extract metadata from directory structure: + .../HEROS_mux_cv_default/A_multiplexer_6_bit_500_inst/all_default_model_200_evaluations.csv + """ + dataset_dir = csv_path.parent.name # A_multiplexer_6_bit_500_inst + run_group_dir = csv_path.parent.parent.name # HEROS_mux_cv_default + + alg = "HEROS" + sim = "MUX" if "mux" in run_group_dir.lower() else "GAMETES" + cv_scheme = "cv_default" + rep = dataset_dir.split("_")[0] # A / B / C / ... + + return { + "AlgorithmFamily": alg, + "Simulation": sim, + "CVScheme": cv_scheme, + "Dataset": dataset_dir, + "SimulationRep": rep, + "Scenario": "default_model", + } + + +def combine_cv_default_runs(root: Path) -> pd.DataFrame: + csvs = [p for p in root.rglob("all_default_model_200_evaluations.csv") if is_cv_default(p)] + if not csvs: + raise RuntimeError( + f"No cv_default evaluation files found under: {root}\n" + "Expected files named: all_default_model_200_evaluations.csv" + ) + + frames: list[pd.DataFrame] = [] + for csv_path in sorted(csvs): + meta = parse_metadata(csv_path) + df = pd.read_csv(csv_path) + + # Insert identifiers up front + df.insert(0, "_source_csv", str(csv_path)) + for k, v in meta.items(): + df.insert(0, k, v) + + # Seed surrogate (row index) to mirror long-runs-style outputs + df.insert(0, "seed", np.arange(len(df), dtype=int)) + + # Normalize columns to long-runs style (best-effort) + if "run_time" in df.columns: + df["runtime"] = df["run_time"] + df["final_runtime"] = df["run_time"] + df["run_time_minutes"] = df["run_time"] / 60.0 + else: + df["runtime"] = np.nan + df["final_runtime"] = np.nan + df["run_time_minutes"] = np.nan + + if "test_balanced_accuracy" in df.columns: + df["test_accuracy"] = df["test_balanced_accuracy"] + + frames.append(df) + + combined = pd.concat(frames, ignore_index=True, sort=False) + return combined + + +def build_argparser() -> argparse.ArgumentParser: + p = argparse.ArgumentParser( + description=( + "Recursively combine HEROS cv_default evaluation CSVs named " + "'all_default_model_200_evaluations.csv' into a single long-runs-style CSV." + ) + ) + p.add_argument( + "--root", + type=Path, + default=DEFAULT_ROOT, + help=f"Root directory to search recursively (default: {DEFAULT_ROOT})", + ) + p.add_argument( + "--outdir", + type=Path, + default=DEFAULT_OUTDIR, + help=f"Output directory (default: {DEFAULT_OUTDIR})", + ) + p.add_argument( + "--outname", + type=str, + default=DEFAULT_OUTNAME, + help=f"Output CSV filename (default: {DEFAULT_OUTNAME})", + ) + p.add_argument( + "--dry-run", + action="store_true", + help="Do not write output; only print discovered file count and sample paths.", + ) + return p + + +def main(argv: list[str]) -> int: + args = build_argparser().parse_args(argv) + + root: Path = args.root + outdir: Path = args.outdir + outpath: Path = outdir / args.outname + + # Find first (for dry-run info too) + csvs = [p for p in root.rglob("all_default_model_200_evaluations.csv") if is_cv_default(p)] + if not csvs: + print( + f"ERROR: No cv_default evaluation files found under: {root}\n" + "Expected files named: all_default_model_200_evaluations.csv", + file=sys.stderr, + ) + return 2 + + print(f"Found {len(csvs)} cv_default files under: {root}") + for pth in sorted(csvs)[:5]: + print(f" - {pth}") + if len(csvs) > 5: + print(" ...") + + if args.dry_run: + print("Dry-run enabled; not writing output.") + return 0 + + combined = combine_cv_default_runs(root) + + outdir.mkdir(parents=True, exist_ok=True) + combined.to_csv(outpath, index=False) + + print(f"Wrote: {outpath}") + print(f"Rows: {combined.shape[0]} | Cols: {combined.shape[1]}") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main(sys.argv[1:])) diff --git a/evaluation/experiments/comparison_algs_scripts/stats_scripts/job_statistical_test.py b/evaluation/experiments/comparison_algs_scripts/stats_scripts/job_statistical_test.py new file mode 100644 index 0000000..0defc01 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/stats_scripts/job_statistical_test.py @@ -0,0 +1,319 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import sys +import argparse +import re +from pathlib import Path +from typing import List, Dict, Optional, Tuple + +import numpy as np +import pandas as pd +from scipy import stats +from statsmodels.stats.multitest import multipletests + + +DEFAULT_HEROS_CSV = "/project/kamoun_shared/output_shared/paper_tables/combined_heros_cv_default_runs_long.csv" +DEFAULT_OTHER_CSV = "/project/kamoun_shared/output_shared/paper_tables/combined_runs_long.csv" +DEFAULT_OUTDIR = "/project/kamoun_shared/output_shared/paper_tables" +DEFAULT_PREFIX = "heros_baseline_wilcoxon" + +# Only test these metrics (exact list requested) +METRICS = ["test_balanced_accuracy", "test_coverage", "rule_count", "run_time"] + +# Comparators (AlgorithmFamily, Scenario) in combined_runs_long.csv +COMPARATORS = [ + ("RIPPER", "RIPPER"), + ("BioHEL", "BioHEL_noRPE"), + ("BioHEL", "BioHEL_RPE"), +] + + +def mann_whitney_two_sided(x: np.ndarray, y: np.ndarray) -> Tuple[float, float]: + """Wilcoxon rank-sum equivalent for independent samples (Mann–Whitney U), two-sided.""" + res = stats.mannwhitneyu(x, y, alternative="two-sided", method="auto") + return float(res.statistic), float(res.pvalue) + + +def extract_numeric(series: pd.Series) -> np.ndarray: + x = pd.to_numeric(series, errors="coerce").to_numpy(dtype=float) + x = x[np.isfinite(x)] + return x + + +def choose_dataset_col(heros: pd.DataFrame, other: pd.DataFrame) -> str: + if "Dataset" in heros.columns and "Dataset" in other.columns: + return "Dataset" + if "dataset" in heros.columns and "dataset" in other.columns: + return "dataset" + raise ValueError("Expected a shared dataset identifier column ('Dataset' or 'dataset').") + + +def metric_column_mapping(df: pd.DataFrame) -> Dict[str, Optional[str]]: + """ + Map requested metrics to available columns. + We still ONLY TEST the requested METRICS. + """ + m: Dict[str, Optional[str]] = {} + + # Balanced accuracy + if "test_balanced_accuracy" in df.columns: + m["test_balanced_accuracy"] = "test_balanced_accuracy" + elif "test_accuracy" in df.columns: + # common in combined_runs_long + m["test_balanced_accuracy"] = "test_accuracy" + else: + m["test_balanced_accuracy"] = None + + m["test_coverage"] = "test_coverage" if "test_coverage" in df.columns else None + m["rule_count"] = "rule_count" if "rule_count" in df.columns else None + + # Runtime + if "run_time" in df.columns: + m["run_time"] = "run_time" + elif "runtime" in df.columns: + m["run_time"] = "runtime" + elif "final_runtime" in df.columns: + m["run_time"] = "final_runtime" + else: + m["run_time"] = None + + return m + + +def dataset_type(ds: str) -> str: + s = str(ds).upper() + if "MULTIPLEXER" in s: + return "MUX" + return "GAMETES" + + +def dataset_rep(ds: str) -> str: + """ + Extract A/B/C replicate for sorting. + Handles: MUX_A_..., GAMETES_B_... + """ + s = str(ds).upper() + s = s.split("_")[0] + return s + + +def rep_sort_key(rep: str) -> int: + if isinstance(rep, str) and rep and rep[0].isalpha(): + return ord(rep[0].upper()) + return 999 + + +def run_tests_and_build_wide( + heros_csv: Path, + other_csv: Path, + alpha: float, +) -> Tuple[pd.DataFrame, pd.DataFrame]: + """ + Returns: + long_df: one row per dataset × comparator × metric with p, fdr, direction + wide_df: one row per dataset × comparator, metric results spread into columns + """ + heros = pd.read_csv(heros_csv) + other = pd.read_csv(other_csv) + + dscol = choose_dataset_col(heros, other) + + # Baseline HEROS rows + if "AlgorithmFamily" in heros.columns: + heros_base = heros[heros["AlgorithmFamily"].astype(str).str.upper() == "HEROS"].copy() + else: + heros_base = heros.copy() + + map_heros = metric_column_mapping(heros_base) + map_other = metric_column_mapping(other) + + metrics_to_test = [m for m in METRICS if map_heros.get(m) and map_other.get(m)] + if not metrics_to_test: + raise RuntimeError( + "None of the requested metrics could be mapped in both inputs.\n" + f"Requested: {METRICS}\n" + f"HEROS mapping: {map_heros}\n" + f"OTHER mapping: {map_other}" + ) + + # Dataset overlap + ds_common = sorted(set(heros_base[dscol].dropna().unique()) & set(other[dscol].dropna().unique())) + if not ds_common: + raise RuntimeError(f"No overlapping datasets found between files using column '{dscol}'.") + + rows = [] + for ds in ds_common: + base_ds = heros_base[heros_base[dscol] == ds] + if base_ds.empty: + continue + + for alg, scen in COMPARATORS: + comp_ds = other[ + (other["AlgorithmFamily"].astype(str) == alg) + & (other["Scenario"].astype(str) == scen) + & (other[dscol] == ds) + ] + if comp_ds.empty: + continue + + for metric in metrics_to_test: + bcol = map_heros[metric] + ccol = map_other[metric] + assert bcol and ccol + + base_vals = extract_numeric(base_ds[bcol]) + comp_vals = extract_numeric(comp_ds[ccol]) + + if base_vals.size < 2 or comp_vals.size < 2: + continue + + _, p_val = mann_whitney_two_sided(base_vals, comp_vals) + + base_med = float(np.median(base_vals)) + comp_med = float(np.median(comp_vals)) + diff = comp_med - base_med + direction = ( + "Comparator higher" if diff > 0 else + "Comparator lower" if diff < 0 else + "Tie (median)" + ) + + rows.append({ + "Dataset": ds, + "DatasetType": dataset_type(ds), + "Rep": dataset_rep(ds), + "BaselineAlgorithm": "HEROS", + "BaselineScenario": "default_model", + "ComparatorAlgorithm": alg, + "ComparatorScenario": scen, + "Metric": metric, + "p_value": float(p_val), + "direction": direction, + }) + + long_df = pd.DataFrame(rows) + if long_df.empty: + raise RuntimeError("No tests were run; check filters, dataset overlap, and metric mappings.") + + # FDR across ALL tests (dataset×comparator×metric) + rej, p_adj, _, _ = multipletests(long_df["p_value"].to_numpy(), alpha=alpha, method="fdr_bh") + long_df["p_value_fdr_bh"] = p_adj + long_df["significant"] = rej + + # Build wide by columns per metric (p, fdr, dir), with Algorithm+Scenario as columns (per row) + wide = long_df.pivot_table( + index=[ + "Dataset", "DatasetType", "Rep", + "ComparatorAlgorithm", "ComparatorScenario", + ], + columns="Metric", + values=["p_value", "p_value_fdr_bh", "direction", "significant"], + aggfunc="first", + ) + + # Flatten columns: (stat, metric) -> f"{metric}__{stat}" + wide.columns = [f"{metric}__{stat}" for stat, metric in wide.columns] + wide = wide.reset_index() + + return long_df, wide + + +def keep_only_significant_metric_columns(wide: pd.DataFrame) -> pd.DataFrame: + """ + Keep only metric column-groups (for each metric: p, fdr, dir) that are ever significant + in ANY row, based on the corresponding metric__significant column. + Always keep identifier columns. + """ + id_cols = ["Dataset", "DatasetType", "Rep", "ComparatorAlgorithm", "ComparatorScenario"] + + # Determine which metrics are ever significant + keep_metrics: List[str] = [] + for m in METRICS: + sig_col = f"{m}__significant" + if sig_col in wide.columns and bool(wide[sig_col].fillna(False).any()): + keep_metrics.append(m) + + # Build final column list: per metric keep only p, fdr, dir (not the boolean) + keep_cols = id_cols[:] + for m in keep_metrics: + for suffix in ["p_value", "p_value_fdr_bh", "direction"]: + c = f"{m}__{suffix}" + if c in wide.columns: + keep_cols.append(c) + + out = wide[keep_cols].copy() + return out + + +def sort_output(df: pd.DataFrame) -> pd.DataFrame: + """ + Sort by dataset type (MUX then GAMETES), then A/B/C, then algorithm (and scenario), then dataset string. + """ + type_order = {"MUX": 0, "GAMETES": 1, "OTHER": 99} + df = df.copy() + df["_type_sort"] = df["DatasetType"].map(lambda x: type_order.get(str(x), 99)) + df["_rep_sort"] = df["Rep"].map(rep_sort_key) + df = df.sort_values( + by=["_type_sort", "_rep_sort", "ComparatorAlgorithm", "ComparatorScenario", "Dataset"], + kind="mergesort", + ).drop(columns=["_type_sort", "_rep_sort"]) + return df + + +def write_outputs( + df_all: pd.DataFrame, + outdir: Path, + prefix: str, +) -> Tuple[Path, Path, Path]: + outdir.mkdir(parents=True, exist_ok=True) + + all_path = outdir / f"{prefix}_significant_only_all.csv" + mux_path = outdir / f"{prefix}_significant_only_mux.csv" + gam_path = outdir / f"{prefix}_significant_only_gametes.csv" + + df_all.to_csv(all_path, index=False) + df_all[df_all["DatasetType"] == "MUX"].to_csv(mux_path, index=False) + df_all[df_all["DatasetType"] == "GAMETES"].to_csv(gam_path, index=False) + + return all_path, mux_path, gam_path + + +def build_argparser() -> argparse.ArgumentParser: + p = argparse.ArgumentParser( + description=( + "Wilcoxon rank-sum (Mann–Whitney U) per-dataset tests using HEROS as baseline.\n" + "Outputs WIDE tables with Algorithm+Scenario as key columns, and metrics as column groups.\n" + "Keeps ONLY metric column groups that are significant (FDR-BH) anywhere.\n" + "Also writes MUX-only and GAMETES-only subsets." + ) + ) + p.add_argument("--heros_csv", type=Path, default=Path(DEFAULT_HEROS_CSV), help="HEROS combined CSV") + p.add_argument("--other_csv", type=Path, default=Path(DEFAULT_OTHER_CSV), help="Other algorithms combined CSV") + p.add_argument("--outdir", type=Path, default=Path(DEFAULT_OUTDIR), help=f"Output directory (default: {DEFAULT_OUTDIR})") + p.add_argument("--prefix", type=str, default=DEFAULT_PREFIX, help="Filename prefix for outputs") + p.add_argument("--alpha", type=float, default=0.05, help="Alpha for FDR-BH significance (default: 0.05)") + return p + + +def main(argv: List[str]) -> int: + args = build_argparser().parse_args(argv) + + _, wide = run_tests_and_build_wide( + heros_csv=args.heros_csv, + other_csv=args.other_csv, + alpha=args.alpha, + ) + + wide_sig_only = keep_only_significant_metric_columns(wide) + wide_sig_only = sort_output(wide_sig_only) + + all_path, mux_path, gam_path = write_outputs(wide_sig_only, args.outdir, args.prefix) + + print(f"Wrote:\n {all_path}\n {mux_path}\n {gam_path}") + print(f"Rows (all): {wide_sig_only.shape[0]} | Cols: {wide_sig_only.shape[1]}") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main(sys.argv[1:])) diff --git a/evaluation/experiments/comparison_algs_scripts/stats_scripts/job_statistical_test_old.py b/evaluation/experiments/comparison_algs_scripts/stats_scripts/job_statistical_test_old.py new file mode 100644 index 0000000..4dccce6 --- /dev/null +++ b/evaluation/experiments/comparison_algs_scripts/stats_scripts/job_statistical_test_old.py @@ -0,0 +1,263 @@ +#!/usr/bin/env python3 +from __future__ import annotations + +import sys +import argparse +from pathlib import Path +from typing import Iterable, Optional, Tuple, List, Dict + +import numpy as np +import pandas as pd +from scipy import stats +from statsmodels.stats.multitest import multipletests + + +DEFAULT_HEROS_CSV = "/project/kamoun_shared/output_shared/paper_tables/combined_heros_cv_default_runs_long.csv" +DEFAULT_OTHER_CSV = "/project/kamoun_shared/output_shared/paper_tables/combined_runs_long.csv" +DEFAULT_OUT = "/project/kamoun_shared/output_shared/paper_tables/heros_baseline_wilcoxon_ranksum_by_dataset.csv" + +# Only test these metrics (as requested) +METRICS = ["test_balanced_accuracy", "test_coverage", "rule_count", "run_time"] + + +def cliffs_delta(baseline: np.ndarray, comparator: np.ndarray) -> float: + """ + Cliff's delta for comparator vs baseline. + Positive => comparator tends to be larger than baseline. + """ + baseline = baseline.astype(float) + comparator = comparator.astype(float) + + # O(n*m) exact computation; fine for typical eval sizes (e.g., 200 vs 200). + diffs = comparator[:, None] - baseline[None, :] + gt = np.sum(diffs > 0) + lt = np.sum(diffs < 0) + return float((gt - lt) / (len(baseline) * len(comparator))) + + +def mann_whitney_two_sided(x: np.ndarray, y: np.ndarray) -> Tuple[float, float]: + """ + Mann-Whitney U test, two-sided. + SciPy calls this MannWhitneyU; it's equivalent to Wilcoxon rank-sum for independent samples. + Returns (U, p). + """ + res = stats.mannwhitneyu(x, y, alternative="two-sided", method="auto") + return float(res.statistic), float(res.pvalue) + + +def choose_dataset_key(heros: pd.DataFrame, other: pd.DataFrame) -> str: + """ + Prefer "Dataset" if it intersects; otherwise fall back to "dataset" if present. + """ + if "Dataset" in heros.columns and "Dataset" in other.columns: + return "Dataset" + if "dataset" in heros.columns and "dataset" in other.columns: + return "dataset" + raise ValueError("Could not find a shared dataset identifier column (expected 'Dataset' or 'dataset').") + + +def metric_column_mapping(df: pd.DataFrame) -> Dict[str, Optional[str]]: + """ + Map requested metric names to actual columns present. + We *only* compute tests for metrics we can locate. + + - test_balanced_accuracy: + - if present, use directly + - else fall back to test_accuracy if present (common in combined_runs_long) + - test_coverage: must exist + - rule_count: must exist + - run_time: + - prefer run_time + - else fall back to runtime / final_runtime + """ + mapping: Dict[str, Optional[str]] = {} + + # balanced accuracy + if "test_balanced_accuracy" in df.columns: + mapping["test_balanced_accuracy"] = "test_balanced_accuracy" + elif "test_accuracy" in df.columns: + mapping["test_balanced_accuracy"] = "test_accuracy" + else: + mapping["test_balanced_accuracy"] = None + + mapping["test_coverage"] = "test_coverage" if "test_coverage" in df.columns else None + mapping["rule_count"] = "rule_count" if "rule_count" in df.columns else None + + # runtime naming + if "run_time" in df.columns: + mapping["run_time"] = "run_time" + elif "runtime" in df.columns: + mapping["run_time"] = "runtime" + elif "final_runtime" in df.columns: + mapping["run_time"] = "final_runtime" + else: + mapping["run_time"] = None + + return mapping + + +def extract_numeric(series: pd.Series) -> np.ndarray: + """ + Extract numeric values safely, dropping NaNs and non-finite values. + """ + x = pd.to_numeric(series, errors="coerce").to_numpy(dtype=float) + x = x[np.isfinite(x)] + return x + + +def run_tests( + heros_csv: Path, + other_csv: Path, + out_csv: Path, + alpha: float = 0.05, +) -> pd.DataFrame: + heros = pd.read_csv(heros_csv) + other = pd.read_csv(other_csv) + + dataset_col = choose_dataset_key(heros, other) + + # Baseline filter: HEROS in the HEROS file (it’s already standardized in your combined_heros... output) + if "AlgorithmFamily" in heros.columns: + heros_base = heros[heros["AlgorithmFamily"].astype(str).str.upper() == "HEROS"].copy() + else: + heros_base = heros.copy() + + # Comparators in combined_runs_long.csv + # Adjust these if your "other" file uses different labels. + comparators = [ + ("RIPPER", "RIPPER"), + ("BioHEL", "BioHEL_noRPE"), + ("BioHEL", "BioHEL_RPE"), + ] + + # Determine which actual columns to use for each requested metric in each df + map_heros = metric_column_mapping(heros_base) + map_other = metric_column_mapping(other) + + # We will only test metrics resolvable in BOTH dataframes + metrics_to_test: List[str] = [] + for m in METRICS: + if map_heros.get(m) is not None and map_other.get(m) is not None: + metrics_to_test.append(m) + + if not metrics_to_test: + raise RuntimeError( + "None of the requested metrics could be mapped in both files.\n" + f"Requested: {METRICS}\n" + f"HEROS mapping: {map_heros}\n" + f"OTHER mapping: {map_other}" + ) + + # Use datasets present in both files (intersection) + ds_common = sorted(set(heros_base[dataset_col].dropna().unique()) & set(other[dataset_col].dropna().unique())) + if not ds_common: + raise RuntimeError(f"No overlapping datasets found between files using column '{dataset_col}'.") + + rows = [] + for ds in ds_common: + base_ds = heros_base[heros_base[dataset_col] == ds] + + for alg, scen in comparators: + comp_ds = other[ + (other["AlgorithmFamily"].astype(str) == alg) + & (other["Scenario"].astype(str) == scen) + & (other[dataset_col] == ds) + ] + + if comp_ds.empty or base_ds.empty: + continue + + for metric in metrics_to_test: + bcol = map_heros[metric] + ccol = map_other[metric] + assert bcol is not None and ccol is not None + + base_vals = extract_numeric(base_ds[bcol]) + comp_vals = extract_numeric(comp_ds[ccol]) + + # Need at least 2 observations each for a meaningful rank-sum test + if base_vals.size < 2 or comp_vals.size < 2: + continue + + u_stat, p_val = mann_whitney_two_sided(base_vals, comp_vals) + + base_med = float(np.median(base_vals)) + comp_med = float(np.median(comp_vals)) + med_diff = comp_med - base_med + + # Note: “better” depends on the metric. We only record direction; interpret accordingly. + rows.append( + { + "Dataset": ds, + "Metric": metric, + "Baseline": "HEROS_default_model", + "ComparatorAlgorithm": alg, + "ComparatorScenario": scen, + # "n_baseline": int(base_vals.size), + # "n_comp": int(comp_vals.size), + "baseline_median": base_med, + "comp_median": comp_med, + "median_diff_comp_minus_base": float(med_diff), + # "cliffs_delta_comp_vs_base": float(cliffs_delta(base_vals, comp_vals)), + "u_statistic": u_stat, + "p_value": p_val, + } + ) + + results = pd.DataFrame(rows) + if results.empty: + raise RuntimeError("No tests were run (empty results). Check filters, dataset overlap, and metric mappings.") + + # Multiple-testing correction across ALL dataset×comparator×metric tests + rej, p_adj, _, _ = multipletests(results["p_value"].to_numpy(), alpha=alpha, method="fdr_bh") + results["p_value_fdr_bh"] = p_adj + results[f"significant_fdr_bh_alpha_{alpha:g}"] = rej + + results["direction_by_median"] = np.where( + results["median_diff_comp_minus_base"] > 0, + "Comparator higher", + np.where(results["median_diff_comp_minus_base"] < 0, "Comparator lower", "Tie (median)"), + ) + + # Stable sorting for readability + results = results.sort_values( + ["Metric", "ComparatorAlgorithm", "ComparatorScenario", "Dataset"], + kind="mergesort", + ).reset_index(drop=True) + + out_csv.parent.mkdir(parents=True, exist_ok=True) + results.to_csv(out_csv, index=False) + return results + + +def build_argparser() -> argparse.ArgumentParser: + p = argparse.ArgumentParser( + description=( + "Wilcoxon rank-sum (Mann–Whitney U) significance testing per dataset, " + "using HEROS as baseline and comparing RIPPER/BioHEL scenarios.\n" + "Only tests metrics: test_balanced_accuracy, test_coverage, rule_count, run_time." + ) + ) + p.add_argument("--heros_csv", type=Path, default=Path(DEFAULT_HEROS_CSV), help="HEROS combined runs long CSV") + p.add_argument("--other_csv", type=Path, default=Path(DEFAULT_OTHER_CSV), help="Combined runs long CSV (RIPPER/BioHEL)") + p.add_argument("--out_csv", type=Path, default=Path(DEFAULT_OUT), help="Output CSV path") + p.add_argument("--alpha", type=float, default=0.05, help="Alpha for FDR-BH significance flag (default: 0.05)") + return p + + +def main(argv: List[str]) -> int: + args = build_argparser().parse_args(argv) + res = run_tests( + heros_csv=args.heros_csv, + other_csv=args.other_csv, + out_csv=args.out_csv, + alpha=args.alpha, + ) + print(f"Wrote: {args.out_csv}") + print(f"Rows: {res.shape[0]} | Cols: {res.shape[1]}") + print(f"Metrics tested (effective): {sorted(res['Metric'].unique().tolist())}") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main(sys.argv[1:])) diff --git a/evaluation/experiments/job_heros_hpc.py b/evaluation/experiments/heros_scripts/job_heros.py similarity index 72% rename from evaluation/experiments/job_heros_hpc.py rename to evaluation/experiments/heros_scripts/job_heros.py index 93c27f4..4a84631 100644 --- a/evaluation/experiments/job_heros_hpc.py +++ b/evaluation/experiments/heros_scripts/job_heros.py @@ -1,15 +1,18 @@ import os -import sys +import sys import argparse import pickle import pandas as pd import numpy as np +import matplotlib +matplotlib.use("Agg") import matplotlib.pyplot as plt from sklearn.metrics import confusion_matrix -sys.path.append('/project/kamoun_shared/code_shared/scikit-heros/') +#UPDATE Path below as needed!!! +sys.path.append('/project/kamoun_shared/output_shared/heros_v0.3_dev/heros/src') #sys.path.append('/project/kamoun_shared/code_shared/new_heros/scikit-heros/') -from src.skheros.heros import HEROS -#from skheros.heros import HEROS #PIP INSTALL RUN +#from src.skheros.heros import HEROS +from skheros.heros import HEROS #PIP INSTALL RUN def main(argv): #ARGUMENTS:------------------------------------------------------------------------------------ @@ -23,7 +26,13 @@ def main(argv): parser.add_argument('--il', dest='instanceID_label', help='label of instance ID column (if present)', type=str, default = 'InstanceID') parser.add_argument('--el', dest='excluded_column', help='label of another column to drop (if present)', type=str, default = 'Group') #Experiment Parameters - parser.add_argument('--in', dest='model_pop_init', help='model population initialization method (Must be random, probabilistic, bootstrap, or target_acc)', type=str, default='random') + parser.add_argument('--pt', dest='rule_pop_init', help='type of population initialization (load, dt, dt_bstrap, or None)', type=str, default='None') + parser.add_argument('--a', dest='alternate', help='phase alternations', type = int, default = 0) + parser.add_argument('--m', dest='alternate_mode', help='alternation mode (Must be "limit", "converge", "equal", or None)', type = str, default='None') + #Unused Experimental + parser.add_argument('--fb', dest='feedback', action='store_true', help='use alternation weights') + #Critical HEROS Parameters + #Critical HEROS Parameters parser.add_argument('--ot', dest='outcome_type', help='outcome type', type=str, default='class') parser.add_argument('--it', dest='iterations', help='number of rule training cycles', type=int, default=100000) @@ -31,6 +40,7 @@ def main(argv): parser.add_argument('--nu', dest='nu', help='power parameter', type=int, default=1) parser.add_argument('--mi', dest='model_iterations', help='number of model training cycles', type=int, default=500) parser.add_argument('--ms', dest='model_pop_size', help='maximum model population size ', type=int, default=100) + parser.add_argument('--in', dest='model_pop_init', help='model population initialization method (Must be random, probabilistic, bootstrap, or target_acc)', type=str, default='random') #Other HEROS Parameters parser.add_argument('--cp', dest='cross_prob', help='probability of applying crossover in rule discovery', type=float, default=0.8) parser.add_argument('--mp', dest='mut_prob', help='probability of applying mutation in rule discovery', type=float, default=0.04) @@ -42,13 +52,13 @@ def main(argv): parser.add_argument('--ft', dest='feat_track', help='feature tracking mechanism', type=str, default='None') parser.add_argument('--ng', dest='new_gen', help='proportion of max model population size', type=float, default=1.0) parser.add_argument('--mg', dest='merge_prob', help='probability of applying merge in model discovery', type=float, default=0.1) - parser.add_argument('--pt', dest='rule_pop_init', help='type of population initialization (load, dt, or None)', type=str, default=None) parser.add_argument('--c', dest='compaction', help='rule-compaction strategy', type=str, default='sub') parser.add_argument('--tp', dest='track_performance', help='performance tracking', type=int, default=1000) parser.add_argument('--sr', dest='stored_rule_iterations', help='comma-separated string indicating rule pop iterations to run full evaluation', type=str, default=None) parser.add_argument('--sm', dest='stored_model_iterations', help='comma-separated string indicating model pop iterations to run full evaluation', type=str, default=None) parser.add_argument('--rs', dest='random_state', help='random state seed', type=int, default=42) parser.add_argument('--v', dest='verbose', help='boolean flag to run in verbose mode', type=str, default='False') + parser.add_argument('--min', dest='min_output', help='boolean flag to minimize saved HEROS output', action='store_true') #---------------------------------------------------------------------------------------------- options=parser.parse_args(argv[1:]) @@ -61,10 +71,9 @@ def main(argv): instanceID_label = options.instanceID_label excluded_column = options.excluded_column #Experiment Parameters - if options.model_pop_init is None or options.model_pop_init == 'None': - model_pop_init = None - else: - model_pop_init = str(options.model_pop_init) + alternate = options.alternate + alternate_mode = options.alternate_mode + feedback = options.feedback #Critical HEROS Parameters outcome_type = options.outcome_type iterations = options.iterations @@ -72,6 +81,10 @@ def main(argv): nu = options.nu model_iterations = int(options.model_iterations) model_pop_size = options.model_pop_size + if options.model_pop_init is None or options.model_pop_init == 'None': + model_pop_init = None + else: + model_pop_init = str(options.model_pop_init) #Other HEROS Parameters cross_prob = options.cross_prob mut_prob = options.mut_prob @@ -105,6 +118,7 @@ def main(argv): verbose = True else: verbose = False + min_output = options.min_output # Get Dataset Name data_name = os.path.splitext(os.path.basename(full_data_path))[0] @@ -130,39 +144,53 @@ def main(argv): row_id = train_df[instanceID_label].values #instance id values except: row_id = None - #Load expert knowledge scores score_path_name = ekfolder+'/'+str(data_name)+'_MultiSURF_Scores.csv' #No need to change loaded_data = pd.read_csv(score_path_name) ek = loaded_data['Score'].tolist() #Train HEROS -------------------------------------------------------------------------------------------------------------------- - heros = HEROS(outcome_type=outcome_type,iterations=iterations, pop_size=pop_size, cross_prob=cross_prob, mut_prob=mut_prob, nu=nu, beta=beta, theta_sel=theta_sel, - fitness_function=fitness_function,subsumption=subsumption, rsl=rsl, feat_track=feat_track, model_iterations=model_iterations, - model_pop_size=model_pop_size, model_pop_init = model_pop_init, new_gen=new_gen, merge_prob=merge_prob, rule_pop_init=rule_pop_init, compaction=compaction, - track_performance=track_performance,stored_rule_iterations=stored_rule_iterations,stored_model_iterations=stored_model_iterations,random_state=random_state, verbose=verbose) - + heros = HEROS(outcome_type=outcome_type,iterations=iterations,pop_size=pop_size, cross_prob=cross_prob,mut_prob=mut_prob,nu=nu,beta=beta,theta_sel=theta_sel, + fitness_function=fitness_function,subsumption=subsumption,rsl=rsl,feat_track=feat_track, model_iterations=model_iterations, + model_pop_size=model_pop_size,model_pop_init=model_pop_init,new_gen=new_gen,merge_prob=merge_prob,rule_pop_init=rule_pop_init,compaction=compaction, + track_performance=track_performance,model_tracking=True,stored_rule_iterations=stored_rule_iterations,stored_model_iterations=stored_model_iterations, + random_state=random_state,verbose=verbose,alternate=alternate,alternate_mode=alternate_mode,feedback=feedback) + heros = heros.fit(train_X, train_y, row_id, cat_feat_indexes=cat_feat_indexes, ek=ek) - # Save Rule Population pop_df = heros.get_pop() pop_df.to_csv(outputPath+'/rule_pop.csv', index=False) + # Save Tree-Only Initialized Rule Population (if applicable) + if not min_output: + if rule_pop_init == 'dt' or rule_pop_init == 'dt_bstrap': + heros.rule_population.change_rule_pop(0) #Change rule population to tree-initialized rule population (if applicable) for export + tree_init_rule_pop_df = heros.get_pop() + heros.rule_population.restore_rule_pop() #Return to original rule population after export + tree_init_rule_pop_df.to_csv(outputPath+'/rule_pop_tree_init_only.csv', index=False) + #Save Rule Population Performance Tracking Estimates - tracking_df = heros.get_performance_tracking() - tracking_df.to_csv(outputPath+'/rule_pop_tracking.csv', index=False) + if not min_output: + tracking_df = heros.get_performance_tracking() + tracking_df.to_csv(outputPath+'/rule_pop_tracking.csv', index=False) + + # Plot Rule Learning Tracking + if not min_output: + heros.get_rule_tracking_plot(show=False,save=True,output_path=outputPath) #Save Plot Rule Pop Pareto Front - if nu == 1: #updated 3/29/24 - resolution = 500 - plot_rules = True - color_rules = True - heros.get_rule_pareto_landscape(resolution, heros.rule_population, plot_rules, color_rules,show=True,save=True,output_path=outputPath) + if not min_output: + if nu == 1: #updated 3/29/24 + resolution = 500 + plot_rules = True + color_rules = True + heros.get_rule_pareto_landscape(resolution, heros.rule_population, plot_rules, color_rules,show=False,save=True,output_path=outputPath) #Save Feature Tracking Scores - if feat_track != None: - ft_df = heros.get_ft(feature_names) - ft_df.to_csv(outputPath+'/feature_tracking_scores.csv', index=False) + if not min_output: + if feat_track != None: + ft_df = heros.get_ft(feature_names) + ft_df.to_csv(outputPath+'/feature_tracking_scores.csv', index=False) #Load/Process Testing Data test_data_path = full_data_path.replace("Train","Test") @@ -214,22 +242,14 @@ def main(argv): if stored_model_iterations is not None: for iter in stored_model_iterations: row_indexes.append('default_model_'+str(iter)) - row_indexes.append('default_model_'+str(model_iterations)) + #row_indexes.append('default_model_'+str(model_iterations)) if stored_model_iterations is not None: for iter in stored_model_iterations: row_indexes.append('test_selected_model_'+str(iter)) - row_indexes.append('test_selected_model_'+str(model_iterations)) + #row_indexes.append('test_selected_model_'+str(model_iterations)) #Gather Results ---------------------------------------------------------------------- results_list = [] - print('stored rule iterations') - print(stored_rule_iterations) - print(heros.rule_population.pop_set_archive.keys()) - print(heros.stored_rule_iterations) - print('stored model iterations') - print(stored_model_iterations) - print(heros.model_population.pop_set_archive.keys()) - print(heros.stored_model_iterations) #Archived Rule Population Evaluations-------------------------- if stored_rule_iterations is not None: for iter in stored_rule_iterations: @@ -253,7 +273,7 @@ def main(argv): full_list = full_list + [rule_count,run_time] results_list.append(full_list) - # Final (Compacted) Rule Population Evaluation + # Post-Compact Rule Pop Evaluation pred_y = heros.predict(train_X,whole_rule_pop=True,rule_pop_iter=None) tn, fp, fn, tp, balanced_accuracy = evaluate_stats(train_y, pred_y) cov_y = heros.predict_covered(train_X,whole_rule_pop=True,rule_pop_iter=None) @@ -296,30 +316,12 @@ def main(argv): full_list = full_list + [rule_count,run_time] results_list.append(full_list) - # Final Model Population Evaluation (Default Selection) - pred_y = heros.predict(train_X,whole_rule_pop=False, target_model=0,model_pop_iter=None) - tn, fp, fn, tp, balanced_accuracy = evaluate_stats(train_y, pred_y) - cov_y = heros.predict_covered(train_X,whole_rule_pop=False, target_model=0,model_pop_iter=None) - coverage = sum(cov_y)/len(cov_y) - train_list = [balanced_accuracy,tp,fp,tn,fn,coverage] - #Testing Evaluations----- - pred_y = heros.predict(test_X,whole_rule_pop=False, target_model=0,model_pop_iter=None) - tn, fp, fn, tp, balanced_accuracy = evaluate_stats(test_y, pred_y) - cov_y = heros.predict_covered(test_X,whole_rule_pop=False, target_model=0,model_pop_iter=None) - coverage = sum(cov_y)/len(cov_y) - test_list = [balanced_accuracy,tp,fp,tn,fn,coverage] - full_list = train_list + test_list - #Other Data - rule_count = len(heros.model_population.pop_set[0].rule_IDs) - run_time = heros.timer.time_phase1 + heros.timer.time_phase2 #total time from start to end of phase 2 - #Combine into results list - full_list = full_list + [rule_count,run_time] - results_list.append(full_list) #Archived Model Population Evaluations (Testing Data Selection)-------------------------- if stored_model_iterations is not None: for iter in stored_model_iterations: #Identify best model on front (based on testing accuracy and coverage) + ## LOOK AT METHOD BELOW:: best_model_index = get_best_testing_model_on_front(heros,test_X,test_y,iter) #Training Evaluations----- pred_y = heros.predict(train_X,whole_rule_pop=False, target_model=best_model_index,model_pop_iter=iter) @@ -341,66 +343,10 @@ def main(argv): full_list = full_list + [rule_count,run_time] results_list.append(full_list) - # Final Model Population Evaluation (Testing Data Selection)------------------------------- - - #Identify best model on front (based on testing accuracy and coverage)----------- - model_pop_df = heros.get_model_pop() - #Identify model indexes of all models on front - model_on_front_indexes = [] - model_on_front_rule_count = [] - # Loop through each row - for index, row in model_pop_df.iterrows(): - if row['Model on Front'] == 1: - model_on_front_indexes.append(index) - model_on_front_rule_count.append(row['Number of Rules']) - #print(model_on_front_indexes) - #For each one run prediction to get prediction accuracy and instance coverage on testing data - model_accuracies = [] - model_coverages = [] - for index in model_on_front_indexes: - #Handle class prediction and accuracy - pred_y = heros.predict(test_X,whole_rule_pop=False, target_model=index,model_pop_iter=None) - tn, fp, fn, tp, balanced_accuracy = evaluate_stats(test_y, pred_y) - model_accuracies.append(balanced_accuracy) - #Handle model coverage - coverages = heros.predict_covered(test_X,whole_rule_pop=False, target_model=index,model_pop_iter=None) - coverage = sum(coverages)/len(coverages) #proportion of instances covered - model_coverages.append(coverage) - #Identify the model index with the highest prediction accuracy - best_accuracy = 0 - best_coverage = 0 - best_rule_count = np.inf - best_model_index = 0 - for i in range(0,len(model_on_front_indexes)): - if (model_accuracies[i] > best_accuracy and model_coverages[i] >= best_coverage) or (model_accuracies[i] >= best_accuracy and model_coverages[i] >= best_coverage and model_on_front_rule_count[i] < best_rule_count): - #if model_accuracies[i] > best_accuracy and model_coverages[i] >= best_coverage: - best_accuracy = model_accuracies[i] - best_coverage = model_coverages[i] - best_rule_count = model_on_front_rule_count[i] - best_model_index = model_on_front_indexes[i] - - # Run evaluation for target model - pred_y = heros.predict(train_X,whole_rule_pop=False, target_model=best_model_index,model_pop_iter=None) - tn, fp, fn, tp, balanced_accuracy = evaluate_stats(train_y, pred_y) - cov_y = heros.predict_covered(train_X,whole_rule_pop=False, target_model=best_model_index,model_pop_iter=None) - coverage = sum(cov_y)/len(cov_y) - train_list = [balanced_accuracy,tp,fp,tn,fn,coverage] - #Testing Evaluations----- - pred_y = heros.predict(test_X,whole_rule_pop=False, target_model=best_model_index,model_pop_iter=None) - tn, fp, fn, tp, balanced_accuracy = evaluate_stats(test_y, pred_y) - cov_y = heros.predict_covered(test_X,whole_rule_pop=False, target_model=best_model_index,model_pop_iter=None) - coverage = sum(cov_y)/len(cov_y) - test_list = [balanced_accuracy,tp,fp,tn,fn,coverage] - full_list = train_list + test_list - #Other Data - rule_count = len(heros.model_population.pop_set[best_model_index].rule_IDs) - run_time = heros.timer.time_phase1 + heros.timer.time_phase2 #total time from start to end of phase 2 - #Combine into results list - full_list = full_list + [rule_count,run_time] - results_list.append(full_list) - #REPORT EVALUATION RESULTS results_df = pd.DataFrame(results_list, columns=headers) + print(results_df) + print(row_indexes) results_df['Row Indexes'] = row_indexes results_df.to_csv(outputPath+'/evaluation_summary.csv', index=False) @@ -417,32 +363,11 @@ def main(argv): set_df.to_csv(outputPath+'/top_testing_model_rules.csv', index=False) #Save Plot Model Pop Pareto Front - resolution = 500 - plot_models = True - #heros.get_model_pareto_landscape(resolution, heros.model_population, plot_models, show=True,save=True,output_path=outputPath) #original first submission - heros.get_model_pareto_fronts(show=True,save=True,output_path=outputPath) - - #Save Plot Model Tracking - top_models = heros.export_model_growth() - top_models.to_csv(outputPath+'/model_tracking.csv', index=False) - - - # Create the plot - fig, ax1 = plt.subplots() - # Plot the first line on the left y-axis - ax1.plot(top_models.index, top_models["Accuracy"], 'b-', label='Model Balanced Accuracy') # 'b-' specifies a blue solid line - ax1.plot(top_models.index, top_models["Coverage"], 'g-', label='Model Coverage') # 'b-' specifies a blue solid line - - ax1.set_xlabel('Iteration') - ax1.set_ylabel('Balanced Accuracy (Blue) and Coverage (Green)') - ax1.tick_params(axis='y') - # Create a second y-axis sharing the same x-axis - ax2 = ax1.twinx() - ax2.plot(top_models.index, top_models["Number of Rules"], 'r--', label='Rules in Model') # 'r--' specifies a red dashed line - ax2.set_ylabel('Rules in Model', color='r') - ax2.tick_params(axis='y', labelcolor='r') - plt.title(f'{"Top Model Accuracy and # of Rules"} vs Iteration') - plt.savefig(outputPath+'/model_tracking_line_graph.png', bbox_inches="tight") + if not min_output: + model_tracking_df = heros.get_model_performance_tracking() + model_tracking_df.to_csv(outputPath+'/model_tracking.csv', index=False) + # Plot Model Learning Tracking + heros.get_model_tracking_plot(show=False,save=True,output_path=outputPath) # Save Runtime Summary time_df = heros.get_runtimes() @@ -454,7 +379,7 @@ def main(argv): def get_best_testing_model_on_front(heros,test_X,test_y,iter): - model_pop_df = export_model_population(heros.model_population.pop_set_archive[iter]) + model_pop_df = heros.model_population.export_model_population() #Identify model indexes of all models on front model_on_front_indexes = [] model_on_front_rule_count = [] @@ -483,8 +408,7 @@ def get_best_testing_model_on_front(heros,test_X,test_y,iter): best_rule_count = np.inf best_model_index = 0 for i in range(0,len(model_on_front_indexes)): - if (model_accuracies[i] > best_accuracy and model_coverages[i] >= best_coverage) or (model_accuracies[i] == best_accuracy and model_coverages[i] >= best_coverage and model_on_front_rule_count[i] < best_rule_count): - #if model_accuracies[i] > best_accuracy and model_coverages[i] >= best_coverage: + if (model_accuracies[i] > best_accuracy and model_coverages[i] >= best_coverage) or (model_accuracies[i] >= best_accuracy and model_coverages[i] >= best_coverage and model_on_front_rule_count[i] < best_rule_count): best_accuracy = model_accuracies[i] best_coverage = model_coverages[i] best_rule_count = model_on_front_rule_count[i] diff --git a/evaluation/experiments/heros_scripts/job_heros_sum.py b/evaluation/experiments/heros_scripts/job_heros_sum.py new file mode 100644 index 0000000..c1d619c --- /dev/null +++ b/evaluation/experiments/heros_scripts/job_heros_sum.py @@ -0,0 +1,410 @@ +# I2C2-Documentation/job_heros_alt_sum.py +# +# Robust summary/aggregation script for HEROS CV + seed experiments. +# - No HEROS import required +# - Skips missing CV files (prints what’s missing) +# - Derives evaluation points dynamically (no hard-coded row_index) +# - Produces: +# seed_i/mean_CV_evaluation_summary.csv, seed_i/sd_CV_evaluation_summary.csv +# dataset/mean_seed_evaluation_summary.csv, dataset/sd_seed_evaluation_summary.csv +# dataset/all__evaluations.csv (all seed×cv rows) +# dataset/cv_ave__evaluations.csv (seed-level CV means) +# dataset/boxplot_testing_accuracy_all.png, dataset/boxplot_rule_count_all.png +# outputPath/phase1_mux_ideal_success*.csv (if multiplexer outputs) + +import os +import sys +import argparse +import pandas as pd +import numpy as np +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import seaborn as sns + +def safe_read_csv(path: str) -> pd.DataFrame | None: + try: + return pd.read_csv(path) + except FileNotFoundError: + return None + except Exception as e: + print(f"[WARN] Failed reading {path}: {e}") + return None + +def list_datasets(output_path: str) -> list[str]: + datasets = [] + for entry in sorted(os.listdir(output_path)): + p = os.path.join(output_path, entry) + if os.path.isdir(p): + datasets.append(entry) + return datasets + +def get_row_indexes_from_any_eval(output_path: str, dataset: str, random_seeds: int, cv_partitions: int) -> list[str]: + # Find first existing evaluation_summary.csv and return its Row Indexes + for i in range(random_seeds): + for j in range(1, cv_partitions + 1): + fp = os.path.join(output_path, dataset, f"seed_{i}", f"cv_{j}", "evaluation_summary.csv") + df = safe_read_csv(fp) + if df is not None and "Row Indexes" in df.columns: + rows = df["Row Indexes"].tolist() + return rows + return [] + +def aggregate_seed_level(output_path: str, dataset: str, seed: int, cv_partitions: int) -> tuple[pd.DataFrame | None, pd.DataFrame | None]: + """ + Returns (mean_df, sd_df) for this seed across CVs. + Each df includes 'Row Indexes' column. + """ + seed_path = os.path.join(output_path, dataset, f"seed_{seed}") + dfs = [] + row_names = None + + missing = 0 + for j in range(1, cv_partitions + 1): + fp = os.path.join(seed_path, f"cv_{j}", "evaluation_summary.csv") + df = safe_read_csv(fp) + if df is None: + missing += 1 + print(f"[MISSING] {fp}") + continue + if "Row Indexes" not in df.columns: + print(f"[WARN] No 'Row Indexes' in {fp}; skipping") + missing += 1 + continue + + row_names = df["Row Indexes"] + df_x = df.drop(columns=["Row Indexes"]) + dfs.append(df_x) + + if not dfs: + print(f"[WARN] No CV eval files found for dataset={dataset}, seed={seed}") + return None, None + + # Concatenate vertically and group by row position (level=0) to average CVs + mean_x = pd.concat(dfs).groupby(level=0).mean(numeric_only=True) + sd_x = pd.concat(dfs).groupby(level=0).std(numeric_only=True) + + mean_df = pd.concat([row_names, mean_x], axis=1) + sd_df = pd.concat([row_names, sd_x], axis=1) + + # Save + mean_df.to_csv(os.path.join(seed_path, "mean_CV_evaluation_summary.csv"), index=False) + sd_df.to_csv(os.path.join(seed_path, "sd_CV_evaluation_summary.csv"), index=False) + + if missing > 0: + print(f"[INFO] dataset={dataset} seed={seed}: skipped {missing}/{cv_partitions} missing CV eval files") + + return mean_df, sd_df + +def aggregate_dataset_level(output_path: str, dataset: str, random_seeds: int) -> tuple[pd.DataFrame | None, pd.DataFrame | None]: + """ + Uses seed_i/mean_CV_evaluation_summary.csv to compute mean/sd across seeds. + """ + dataset_path = os.path.join(output_path, dataset) + dfs = [] + row_names = None + + missing = 0 + for i in range(random_seeds): + fp = os.path.join(dataset_path, f"seed_{i}", "mean_CV_evaluation_summary.csv") + df = safe_read_csv(fp) + if df is None: + missing += 1 + print(f"[MISSING] {fp}") + continue + if "Row Indexes" not in df.columns: + missing += 1 + print(f"[WARN] No 'Row Indexes' in {fp}; skipping") + continue + + row_names = df["Row Indexes"] + df_x = df.drop(columns=["Row Indexes"]) + dfs.append(df_x) + + if not dfs: + print(f"[WARN] No seed mean CV files found for dataset={dataset}") + return None, None + + mean_x = pd.concat(dfs).groupby(level=0).mean(numeric_only=True) + sd_x = pd.concat(dfs).groupby(level=0).std(numeric_only=True) + + mean_df = pd.concat([row_names, mean_x], axis=1) + sd_df = pd.concat([row_names, sd_x], axis=1) + + mean_df.to_csv(os.path.join(dataset_path, "mean_seed_evaluation_summary.csv"), index=False) + sd_df.to_csv(os.path.join(dataset_path, "sd_seed_evaluation_summary.csv"), index=False) + + if missing > 0: + print(f"[INFO] dataset={dataset}: skipped {missing}/{random_seeds} missing seed mean CV files") + + return mean_df, sd_df + +def write_global_eval_lists(output_path: str, dataset: str, random_seeds: int, cv_partitions: int) -> None: + """ + Creates dataset-level: + all__evaluations.csv (every seed×cv result row) + cv_ave__evaluations.csv (every seed’s CV-mean result row) + """ + dataset_path = os.path.join(output_path, dataset) + + # Determine row indexes dynamically (from any existing cv eval) + row_indexes = get_row_indexes_from_any_eval(output_path, dataset, random_seeds, cv_partitions) + if not row_indexes: + print(f"[WARN] Could not determine Row Indexes for dataset={dataset}; skipping global lists") + return + + # Build "all runs" dict row_index -> list of rows (without Row Indexes) + header = None + eval_point_all: dict[str, list[list]] = {ri: [] for ri in row_indexes} + + missing = 0 + for i in range(random_seeds): + for j in range(1, cv_partitions + 1): + fp = os.path.join(dataset_path, f"seed_{i}", f"cv_{j}", "evaluation_summary.csv") + df = safe_read_csv(fp) + if df is None or "Row Indexes" not in df.columns: + missing += 1 + continue + + if header is None: + header = [c for c in df.columns if c != "Row Indexes"] + + for _, row in df.iterrows(): + ri = row["Row Indexes"] + if ri not in eval_point_all: + # In case different runs have extra rows, include them too + eval_point_all[ri] = [] + values = [row[c] for c in header] + eval_point_all[ri].append(values) + + if header is None: + print(f"[WARN] No evaluation_summary.csv readable for dataset={dataset}; skipping") + return + + for ri, rows in eval_point_all.items(): + if not rows: + continue + pd.DataFrame(rows, columns=header).to_csv( + os.path.join(dataset_path, f"all_{ri}_evaluations.csv"), index=False + ) + + if missing > 0: + print(f"[INFO] dataset={dataset}: skipped {missing} missing/bad cv eval files while building all_* lists") + + # Now build CV-average lists from each seed's mean_CV_evaluation_summary.csv + eval_point_cv_ave: dict[str, list[list]] = {} + header2 = None + + missing2 = 0 + for i in range(random_seeds): + fp = os.path.join(dataset_path, f"seed_{i}", "mean_CV_evaluation_summary.csv") + df = safe_read_csv(fp) + if df is None or "Row Indexes" not in df.columns: + missing2 += 1 + continue + + if header2 is None: + header2 = [c for c in df.columns if c != "Row Indexes"] + + for _, row in df.iterrows(): + ri = row["Row Indexes"] + if ri not in eval_point_cv_ave: + eval_point_cv_ave[ri] = [] + values = [row[c] for c in header2] + eval_point_cv_ave[ri].append(values) + + if header2 is not None: + for ri, rows in eval_point_cv_ave.items(): + if not rows: + continue + pd.DataFrame(rows, columns=header2).to_csv( + os.path.join(dataset_path, f"cv_ave_{ri}_evaluations.csv"), index=False + ) + + if missing2 > 0: + print(f"[INFO] dataset={dataset}: skipped {missing2} missing seed mean CV files while building cv_ave_* lists") + +def make_boxplots(output_path: str, dataset: str, random_seeds: int, cv_partitions: int) -> None: + """ + Uses the dynamically discovered row indexes and all__evaluations.csv files. + Produces: + boxplot_testing_accuracy_all.png + boxplot_rule_count_all.png + """ + dataset_path = os.path.join(output_path, dataset) + row_indexes = get_row_indexes_from_any_eval(output_path, dataset, random_seeds, cv_partitions) + if not row_indexes: + print(f"[WARN] No row indexes found for dataset={dataset}; skipping plots") + return + + # Accuracy plot + acc_series = [] + acc_labels = [] + for ri in row_indexes: + fp = os.path.join(dataset_path, f"all_{ri}_evaluations.csv") + df = safe_read_csv(fp) + if df is None: + continue + if "test_balanced_accuracy" not in df.columns: + continue + acc_series.append(df["test_balanced_accuracy"]) + acc_labels.append(ri) + + if acc_series: + acc_df = pd.concat(acc_series, axis=1) + acc_df.columns = acc_labels + plt.figure(figsize=(10, 6)) + sns.boxplot(data=acc_df) + plt.xticks(ticks=range(len(acc_labels)), labels=acc_labels, rotation=90) + plt.xlabel("Evaluation Points") + plt.ylabel("Balanced Testing Accuracy") + plt.savefig(os.path.join(dataset_path, "boxplot_testing_accuracy_all.png"), bbox_inches="tight") + plt.close() + + # Rule count plot + cnt_series = [] + cnt_labels = [] + for ri in row_indexes: + fp = os.path.join(dataset_path, f"all_{ri}_evaluations.csv") + df = safe_read_csv(fp) + if df is None: + continue + if "rule_count" not in df.columns: + continue + cnt_series.append(df["rule_count"]) + cnt_labels.append(ri) + + if cnt_series: + cnt_df = pd.concat(cnt_series, axis=1) + cnt_df.columns = cnt_labels + plt.figure(figsize=(10, 6)) + sns.boxplot(data=cnt_df) + plt.xticks(ticks=range(len(cnt_labels)), labels=cnt_labels, rotation=90) + plt.xlabel("Evaluation Points") + plt.ylabel("Rule Count") + plt.savefig(os.path.join(dataset_path, "boxplot_rule_count_all.png"), bbox_inches="tight") + plt.close() + +# ---- Multiplexer ideal-rule utilities (unchanged logic, but robust file checks) ---- + +def int_to_binary_list(num: int, n: int) -> list[int]: + return [int(bit) for bit in format(num, f"0{n}b")] + +def gen_ideal_rules(mux: int) -> list[list]: + address_bits = {6:2, 11:3, 20:4, 37:5, 70:6, 135:7} + ideal_list = [] + reg_bits = mux - address_bits[mux] + for i in range(reg_bits): + idx = list(range(address_bits[mux])) + [i + address_bits[mux]] + + vals0 = int_to_binary_list(i, address_bits[mux]) + [0] + ideal_list.append([str(idx), str(vals0), 0]) + + vals1 = int_to_binary_list(i, address_bits[mux]) + [1] + ideal_list.append([str(idx), str(vals1), 1]) + + return ideal_list + +def mux_ideal_rule_scan(output_path: str, cv_partitions: int, random_seeds: int) -> None: + # Only do if "multiplexer" experiment folder name suggests mux + if "multiplexer" not in output_path.lower() and "mux" not in output_path.lower(): + return + + # You can extend this mapping as needed + mux_output_folders = { + "A_multiplexer_6_bit_500_inst": 6, + "B_multiplexer_11_bit_5000_inst": 11, + "C_multiplexer_20_bit_10000_inst": 20, + "D_multiplexer_37_bit_10000_inst": 37, + "E_multiplexer_70_bit_20000_inst": 70, + } + + header = ["Dataset", "Seed", "CV", "Ideal Count", "Ideal Proportion"] + results = [] + + for dataset in list_datasets(output_path): + if dataset not in mux_output_folders: + continue + + ideal_rules = gen_ideal_rules(mux_output_folders[dataset]) + ideal_count = len(ideal_rules) + dataset_path = os.path.join(output_path, dataset) + + for i in range(random_seeds): + for j in range(1, cv_partitions + 1): + rule_fp = os.path.join(dataset_path, f"seed_{i}", f"cv_{j}", "rule_pop.csv") + df = safe_read_csv(rule_fp) + if df is None: + print(f"[MISSING] {rule_fp}") + continue + + if not {"Condition Indexes", "Condition Values", "Action"}.issubset(df.columns): + print(f"[WARN] rule_pop.csv missing expected columns in {rule_fp}") + continue + + found = 0 + for _, row in df.iterrows(): + combined = [row["Condition Indexes"], row["Condition Values"], int(row["Action"])] + if combined in ideal_rules: + found += 1 + + results.append([dataset, i, j, found, (found / float(ideal_count)) if ideal_count else 0.0]) + + if not results: + return + + out_csv = os.path.join(output_path, "phase1_mux_ideal_success.csv") + df_res = pd.DataFrame(results, columns=header) + df_res.to_csv(out_csv, index=False) + + # Average summary per dataset + avg_rows = [] + for dataset in df_res["Dataset"].unique(): + avg_count = df_res.loc[df_res["Dataset"] == dataset, "Ideal Count"].mean() + avg_prop = df_res.loc[df_res["Dataset"] == dataset, "Ideal Proportion"].mean() + avg_rows.append([dataset, avg_count, avg_prop]) + + df_avg = pd.DataFrame(avg_rows, columns=["Dataset", "Ideal Count", "Ideal Proportion"]) + df_avg.to_csv(os.path.join(output_path, "phase1_mux_ideal_success_average.csv"), index=False) + +# ---- main ---- + +def main(argv): + parser = argparse.ArgumentParser(description="Aggregate HEROS CV/seed results.") + parser.add_argument("--o", dest="outputPath", type=str, required=True, help="Path to HEROS output folder (algorithm_output root).") + parser.add_argument("--ol", dest="outcome_label", type=str, default="Class") + parser.add_argument("--il", dest="instanceID_label", type=str, default="InstanceID") + parser.add_argument("--el", dest="excluded_column", type=str, default="Group") + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + args = parser.parse_args(argv[1:]) + + output_path = args.outputPath + cv_partitions = args.cv_partitions + random_seeds = args.random_seeds + + print(f"[INFO] Summarizing: {output_path}") + datasets = list_datasets(output_path) + print(f"[INFO] Found datasets: {datasets}") + + # 1) seed-level mean/sd across CVs + for dataset in datasets: + for seed in range(random_seeds): + aggregate_seed_level(output_path, dataset, seed, cv_partitions) + + # 2) dataset-level mean/sd across seeds + for dataset in datasets: + aggregate_dataset_level(output_path, dataset, random_seeds) + + # 3) global lists + plots + for dataset in datasets: + write_global_eval_lists(output_path, dataset, random_seeds, cv_partitions) + make_boxplots(output_path, dataset, random_seeds, cv_partitions) + + # 4) mux ideal rule scan (optional) + mux_ideal_rule_scan(output_path, cv_partitions, random_seeds) + + print("[INFO] Done.") + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/heros_scripts/job_heros_table.py b/evaluation/experiments/heros_scripts/job_heros_table.py new file mode 100644 index 0000000..5347827 --- /dev/null +++ b/evaluation/experiments/heros_scripts/job_heros_table.py @@ -0,0 +1,826 @@ +#!/usr/bin/env python3 +# job_heros_alt_table2.0.py +# +# Builds a combined HEROS table from dataset-level summary outputs: +# /HEROS_//{mean_seed_evaluation_summary.csv, sd_seed_evaluation_summary.csv} +# +# Adds significance markers (*+/*-) by comparing each non-baseline config against a +# per-dataset-family baseline (multiplexer vs gametes), using raw eval CSVs: +# all__evaluations.csv (preferred) or cv_ave__evaluations.csv (fallback) +# +# Usage (direct): +# python job_heros_alt_table2.0.py --o /path/to/output --groups mux_cv_default,... \ +# --baseline-map multiplexer:mux_cv_default,gametes:gametes_cv_default --alpha 0.05 \ +# --outcsv HEROS_Combined_Table.csv + +import argparse +from pathlib import Path +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +from matplotlib.patches import Patch +from scipy.stats import wilcoxon, mannwhitneyu +from statsmodels.stats.multitest import multipletests + + + +# ---------------------------- +# Table content configuration +# ---------------------------- + +TARGET_ROWS = [ + "default_model_200", + "test_selected_model_200", +] + +METRICS = { + "Testing Accuracy": ("test_balanced_accuracy", 3), + "Testing Coverage": ("test_coverage", 3), + "Rule Count": ("rule_count", 1), + "Run Time (Minutes)": ("run_time", 1), # seconds -> minutes +} + +PHASE1_CONDITIONS = [ + "rule_500", "rule_1000", "rule_10000", "rule_100000", "rule_200000", "rule_post_compact" +] +PHASE2_DEFAULT_CONDITIONS = [ + "default_model_5", "default_model_10", "default_model_50", "default_model_100", "default_model_200" +] +PHASE2_TESTSEL_CONDITIONS = [ + "test_selected_model_5", "test_selected_model_10", "test_selected_model_50", + "test_selected_model_100", "test_selected_model_200" +] + +GAMETES_DATASETS = [ + "A_uni_4add", + "B_univariate", + "C_2way_epistasis", + "D_2way_epi_2het", + "E_uni_4het", + "F_3way_epistasis", +] + +MUX_DATASETS = [ + "A_multiplexer_6_bit_500_inst", + "B_multiplexer_11_bit_5000_inst", + "C_multiplexer_20_bit_10000_inst", + "D_multiplexer_37_bit_10000_inst", + "E_multiplexer_70_bit_20000_inst", +] + +IDEAL_MUX_RULE_COUNT = { + "A_multiplexer_6_bit_500_inst": 8, + "B_multiplexer_11_bit_5000_inst": 16, + "C_multiplexer_20_bit_10000_inst": 32, + "D_multiplexer_37_bit_10000_inst": 64, + "E_multiplexer_70_bit_20000_inst": 128, +} + + +BASELINE_CONDITION = "default_model_200" + +# ---------------------------- +# Formatting / I/O helpers +# ---------------------------- + +def fmt_mean_sd(mean, sd, decimals=3): + if mean is None or sd is None: + return "NaN" + try: + if np.isnan(mean) or np.isnan(sd): + return "NaN" + except Exception: + pass + return f"{float(mean):.{decimals}f}({float(sd):.{decimals}f})" + + +def read_mean_sd(mean_path: Path, sd_path: Path) -> pd.DataFrame: + """ + Reads: + mean_seed_evaluation_summary.csv + sd_seed_evaluation_summary.csv + + Expected format: + Row Indexes, test_balanced_accuracy, ..., run_time + rule_500, ... + ... + """ + if (not mean_path.exists()) or (not sd_path.exists()): + return pd.DataFrame() + + mean_df = pd.read_csv(mean_path) + sd_df = pd.read_csv(sd_path) + + if "Row Indexes" in mean_df.columns: + mean_df = mean_df.rename(columns={"Row Indexes": "Condition"}) + if "Row Indexes" in sd_df.columns: + sd_df = sd_df.rename(columns={"Row Indexes": "Condition"}) + + if "Condition" not in mean_df.columns or "Condition" not in sd_df.columns: + return pd.DataFrame() + + merged = pd.merge(mean_df, sd_df, on="Condition", how="outer", suffixes=("_mean", "_sd")) + return merged + + +def raw_eval_path(group_dir: Path, dataset: str, condition: str) -> Path | None: + """ + Prefer all_*_evaluations.csv; fallback to cv_ave_*_evaluations.csv. + """ + p_all = group_dir / dataset / f"all_{condition}_evaluations.csv" + if p_all.exists(): + return p_all + + p_cv = group_dir / dataset / f"cv_ave_{condition}_evaluations.csv" + if p_cv.exists(): + return p_cv + + return None + + +def _metric_series_from_raw(df: pd.DataFrame, metric_col: str) -> pd.Series: + if metric_col not in df.columns: + return pd.Series(dtype=float) + s = pd.to_numeric(df[metric_col], errors="coerce").dropna() + return s.astype(float) + + +def load_raw_metric_values( + output_root: Path, + group_name: str, # WITHOUT "HEROS_" prefix + dataset: str, + condition: str, + metric_col: str, +) -> pd.Series: + group_dir = output_root / f"HEROS_{group_name}" + if not group_dir.exists(): + return pd.Series(dtype=float) + + p = raw_eval_path(group_dir, dataset, condition) + if p is None: + return pd.Series(dtype=float) + + try: + df = pd.read_csv(p) + except Exception: + return pd.Series(dtype=float) + + s = _metric_series_from_raw(df, metric_col) + + # match table display: runtime seconds -> minutes + if metric_col == "run_time" and not s.empty: + s = s / 60.0 + + return s + + +def wilcoxon_p_or_fallback(base: pd.Series, other: pd.Series) -> tuple[float | None, str]: + """ + Returns (p_value, test_name) + - Wilcoxon (paired) if lengths match + - else Mann-Whitney U (unpaired) fallback + """ + base = pd.to_numeric(base, errors="coerce").dropna() + other = pd.to_numeric(other, errors="coerce").dropna() + + if base.empty or other.empty: + return (None, "none") + + if len(base) == len(other): + try: + _stat, p = wilcoxon(base.to_numpy(), other.to_numpy()) + return (float(p), "wilcoxon") + except Exception: + pass + + try: + _stat, p = mannwhitneyu(base.to_numpy(), other.to_numpy(), alternative="two-sided") + return (float(p), "mannwhitneyu") + except Exception: + return (None, "none") + +def collect_significance_tests( + output_root: Path, + allowed_groups: set[str], + *, + baseline_map: dict[str, str], +) -> pd.DataFrame: + rows = [] + + if not output_root.exists(): + raise FileNotFoundError(f"Output root does not exist: {output_root}") + + group_dirs = [] + for g in sorted(allowed_groups): + gp = output_root / f"HEROS_{g}" + if gp.exists() and gp.is_dir(): + group_dirs.append(gp) + + for group_dir in group_dirs: + group_name = group_dir.name.replace("HEROS_", "", 1) + + for dataset_dir in sorted([p for p in group_dir.iterdir() if p.is_dir()], key=lambda p: p.name): + dataset = dataset_dir.name + fam = dataset_family(dataset) + baseline_group = baseline_map.get(fam, None) + + if baseline_group is None: + continue + + for condition in TARGET_ROWS: + # skip the actual baseline row itself + if group_name == baseline_group and condition == BASELINE_CONDITION: + continue + + for nice_name, (base_col, _decimals) in METRICS.items(): + base_vec = load_raw_metric_values( + output_root, baseline_group, dataset, BASELINE_CONDITION, base_col + ) + this_vec = load_raw_metric_values( + output_root, group_name, dataset, condition, base_col + ) + + if base_vec.empty or this_vec.empty: + continue + + p_val, test_name = wilcoxon_p_or_fallback(base_vec, this_vec) + if p_val is None: + continue + + base_mean = float(base_vec.mean()) if not base_vec.empty else None + this_mean = float(this_vec.mean()) if not this_vec.empty else None + + rows.append({ + "Dataset": dataset, + "DatasetFamily": fam, + "GroupName": group_name, + "Condition": condition, + "MetricLabel": nice_name, # e.g. "Testing Accuracy" + "MetricCol": base_col, # e.g. "test_balanced_accuracy" + "BaselineGroup": baseline_group, + "p_value": p_val, + "test_name": test_name, + "base_mean": base_mean, + "this_mean": this_mean, + }) + + return pd.DataFrame(rows) + +def apply_fdr_bh_by_metric(tests_df: pd.DataFrame, alpha: float) -> pd.DataFrame: + tests_df = tests_df.copy() + tests_df["p_value_fdr_bh"] = np.nan + tests_df["significant"] = False + + if tests_df.empty: + return tests_df + + for metric in tests_df["MetricLabel"].unique(): + metric_mask = tests_df["MetricLabel"] == metric + metric_pvals = tests_df.loc[metric_mask, "p_value"].to_numpy() + + rej, p_adj, _, _ = multipletests(metric_pvals, alpha=alpha, method="fdr_bh") + tests_df.loc[metric_mask, "p_value_fdr_bh"] = p_adj + tests_df.loc[metric_mask, "significant"] = rej + + return tests_df + +def build_sig_lookup(tests_df: pd.DataFrame) -> dict[tuple[str, str, str, str], dict]: + lookup = {} + + for _, row in tests_df.iterrows(): + key = ( + row["Dataset"], + row["GroupName"], + row["Condition"], + row["MetricLabel"], + ) + lookup[key] = { + "p_value": row["p_value"], + "p_value_fdr_bh": row["p_value_fdr_bh"], + "significant": bool(row["significant"]), + "base_mean": row["base_mean"], + "this_mean": row["this_mean"], + "test_name": row["test_name"], + } + + return lookup + +def append_sig_marker( + formatted_mean_sd: str, + base_mean: float | None, + this_mean: float | None, + is_sig: bool, + p_value_adj: float | None, +) -> str: + if p_value_adj is None: + return formatted_mean_sd + + p_str = f"{p_value_adj:.4g}" + + if not is_sig: + return f"{formatted_mean_sd} ({p_str})" + + if base_mean is None or this_mean is None: + return f"{formatted_mean_sd}* ({p_str})" + + return f"{formatted_mean_sd}{'*+' if this_mean > base_mean else '*-'} ({p_str})" + + +def parse_baseline_map(s: str) -> dict[str, str]: + """ + "multiplexer:mux_cv_default,gametes:gametes_cv_default" -> {"multiplexer": "...", "gametes": "..."} + """ + out: dict[str, str] = {} + for chunk in (s or "").split(","): + chunk = chunk.strip() + if not chunk: + continue + if ":" not in chunk: + continue + k, v = chunk.split(":", 1) + out[k.strip().lower()] = v.strip() + return out + + +def dataset_family(dataset: str) -> str: + if dataset in MUX_DATASETS or "multiplexer" in dataset: + return "multiplexer" + if dataset in GAMETES_DATASETS: + return "gametes" + return "other" + + +def extract_one_condition( + merged: pd.DataFrame, + condition: str, + *, + output_root: Path, + dataset: str, + group_name: str, # WITHOUT "HEROS_" + baseline_map: dict[str, str], + alpha: float, + sig_lookup: dict | None = None, +) -> dict: + out = {"Condition": condition} + out["Ideal Solution Count"] = "" + + if merged.empty: + for nice_name in METRICS: + out[nice_name] = "NaN" + return out + + row = merged[merged["Condition"] == condition] + if row.empty: + for nice_name in METRICS: + out[nice_name] = "NaN" + return out + + row0 = row.iloc[0] + # Only for MUX configs + Phase II model rows + out["Ideal Solution Count"] = ideal_solution_count_cell( + output_root=output_root, + group_name=group_name, + dataset=dataset, + condition=condition, + ) + + + fam = dataset_family(dataset) + baseline_group = baseline_map.get(fam, None) + do_sig = ( + baseline_group is not None and + not (group_name == baseline_group and condition == BASELINE_CONDITION) + ) + + for nice_name, (base_col, decimals) in METRICS.items(): + mean_col = f"{base_col}_mean" + sd_col = f"{base_col}_sd" + mean_val = row0.get(mean_col, None) + sd_val = row0.get(sd_col, None) + + # runtime seconds -> minutes (for display) + if base_col == "run_time": + mean_val = (float(mean_val) / 60.0) if mean_val is not None else None + sd_val = (float(sd_val) / 60.0) if sd_val is not None else None + + cell = fmt_mean_sd(mean_val, sd_val, decimals=decimals) + + if do_sig and sig_lookup is not None: + key = (dataset, group_name, condition, nice_name) + sig_info = sig_lookup.get(key) + + if sig_info is not None: + cell = append_sig_marker( + cell, + sig_info.get("base_mean"), + sig_info.get("this_mean"), + bool(sig_info.get("significant")), + sig_info.get("p_value_fdr_bh"), + ) + + out[nice_name] = cell + + return out + +IDEAL_DENOM = 200 # fixed per your design (not inferred from file length) + +def is_mux_phase2_model_condition(condition: str) -> bool: + return condition in PHASE2_DEFAULT_CONDITIONS or condition in PHASE2_TESTSEL_CONDITIONS + + +def ideal_solution_count_cell( + output_root: Path, + group_name: str, # WITHOUT "HEROS_" + dataset: str, + condition: str, +) -> str: + """ + Returns 'X/200' for MUX Phase II model rows, else ''. + Uses raw eval CSV (all_* preferred; cv_ave_* fallback). + """ + if dataset not in IDEAL_MUX_RULE_COUNT: + return "" + if not is_mux_phase2_model_condition(condition): + return "" + + group_dir = output_root / f"HEROS_{group_name}" + p = raw_eval_path(group_dir, dataset, condition) + if p is None or not p.exists(): + return "" + + try: + df = pd.read_csv(p) + except Exception: + return "" + + # Required columns in raw eval files + if "test_balanced_accuracy" not in df.columns or "rule_count" not in df.columns: + return "" + + acc = pd.to_numeric(df["test_balanced_accuracy"], errors="coerce") + rc = pd.to_numeric(df["rule_count"], errors="coerce") + + ideal_rc = IDEAL_MUX_RULE_COUNT[dataset] + + # acc == 1.0 with tolerance; rule_count matches ideal after rounding + hits = ((acc >= 1.0 - 1e-12) & (rc.round() == ideal_rc)).sum() + + return f"{int(hits)}/{IDEAL_DENOM}" + + + +# ---------------------------- +# Table builder +# ---------------------------- + +def build_table(output_root: Path, allowed_groups: set[str], *, baseline_map: dict[str, str], alpha: float, sig_lookup: dict | None = None) -> pd.DataFrame: + rows = [] + + if not output_root.exists(): + raise FileNotFoundError(f"Output root does not exist: {output_root}") + + # Only iterate over the selected groups (and only if they exist) + group_dirs = [] + for g in sorted(allowed_groups): + gp = output_root / f"HEROS_{g}" + if gp.exists() and gp.is_dir(): + group_dirs.append(gp) + + if not group_dirs: + return pd.DataFrame() + + for group_dir in group_dirs: + group_name = group_dir.name.replace("HEROS_", "", 1) + + for dataset_dir in sorted([p for p in group_dir.iterdir() if p.is_dir()], key=lambda p: p.name): + mean_path = dataset_dir / "mean_seed_evaluation_summary.csv" + sd_path = dataset_dir / "sd_seed_evaluation_summary.csv" + merged = read_mean_sd(mean_path, sd_path) + if merged.empty: + continue + + for cond in TARGET_ROWS: + record = { + "Dataset": dataset_dir.name, + "Algorithm Config.": group_dir.name, + } + record.update(extract_one_condition( + merged, + cond, + output_root=output_root, + dataset=dataset_dir.name, + group_name=group_name, + baseline_map=baseline_map, + alpha=alpha, + sig_lookup=sig_lookup, + )) + rows.append(record) + + if not rows: + return pd.DataFrame() + + df = pd.DataFrame(rows) + + col_order = ["Dataset", "Algorithm Config.", "Condition", "Ideal Solution Count"] + list(METRICS.keys()) + df = df[col_order] + + cond_order = {c: i for i, c in enumerate(TARGET_ROWS)} + df["__cond_order"] = df["Condition"].map(cond_order).fillna(10_000).astype(int) + + df = df.sort_values( + by=["Dataset", "Algorithm Config.", "__cond_order"], + ascending=[True, True, True], + kind="mergesort" + ).drop(columns="__cond_order").reset_index(drop=True) + + return df + + +# ---------------------------- +# Plot helpers (unchanged) +# ---------------------------- + +def collect_boxplot_data(output_root: Path, allowed_groups: set[str], conditions: list[str], metric_col: str) -> pd.DataFrame: + rows = [] + for g in sorted(allowed_groups): + group_dir = output_root / f"HEROS_{g}" + if not group_dir.exists(): + continue + + for dataset_dir in sorted([p for p in group_dir.iterdir() if p.is_dir()], key=lambda p: p.name): + dataset = dataset_dir.name + for cond in conditions: + pth = raw_eval_path(group_dir, dataset, cond) + if pth is None: + continue + try: + df = pd.read_csv(pth) + except Exception: + continue + if metric_col not in df.columns: + continue + for v in pd.to_numeric(df[metric_col], errors="coerce").dropna().tolist(): + rows.append({ + "Dataset": dataset, + "Algorithm Config.": group_dir.name, + "Condition": cond, + "Value": float(v), + }) + return pd.DataFrame(rows) + + +def format_dataset_label(ds: str) -> str: + if "multiplexer" in ds: + try: + return ds.split("_multiplexer_")[1].split("_bit")[0] + except Exception: + return ds + return ds.split("_")[0] + + +def pretty_config_label(cfg: str) -> str: + if cfg.endswith("default"): + return "HEROS" + if cfg.endswith("default_tree_bstrap"): + return "HEROS-Tree" + if cfg.endswith("equal_tree_bstrap"): + return "HEROS-Tree-Alt" + return cfg + + +def make_grouped_boxplot_by_dataset( + long_df: pd.DataFrame, + out_png: Path, + ylabel: str, + conditions_in_order: list[str], + figsize=(15, 7), +): + if long_df.empty: + print(f"[WARN] No data for plot: {out_png.name}") + return + + DISTINCT_COLORS = [ + "#1f77b4", "#d62728", "#2ca02c", "#ff7f0e", "#9467bd", + "#8c564b", "#e377c2", "#7f7f7f", "#bcbd22", "#17becf", + ] + + datasets = sorted(long_df["Dataset"].unique()) + configs = sorted(long_df["Algorithm Config."].unique()) + present_conditions = set(long_df["Condition"].unique()) + conditions = [c for c in conditions_in_order if c in present_conditions] + + box_width = 0.05 + group_spacing = 0.05 + dataset_gap = 0.10 + + hatch_cycle = ["", "///", "..."] + hatch_by_config = {cfg: hatch_cycle[i % len(hatch_cycle)] for i, cfg in enumerate(configs)} + + if len(conditions) > len(DISTINCT_COLORS): + raise ValueError(f"Not enough distinct colors for {len(conditions)} conditions") + color_by_condition = {cond: DISTINCT_COLORS[i] for i, cond in enumerate(conditions)} + + fig, ax = plt.subplots(figsize=figsize) + + base_x = 0.0 + xticks, xtick_labels = [], [] + x_positions_used = [] + last_block_top_anchor_x = None + + for ds_i, ds in enumerate(datasets): + n_groups = len(conditions) * len(configs) + block_width = (n_groups - 1) * group_spacing + block_right = base_x + block_width + block_center = base_x + block_width / 2.0 + + xticks.append(block_center) + xtick_labels.append(format_dataset_label(ds)) + + g_i = 0 + for cond in conditions: + for cfg in configs: + sub = long_df[ + (long_df["Dataset"] == ds) & + (long_df["Condition"] == cond) & + (long_df["Algorithm Config."] == cfg) + ]["Value"].to_numpy() + + if sub.size > 0: + x = base_x + g_i * group_spacing + x_positions_used.append(x) + bp = ax.boxplot( + [sub], + positions=[x], + widths=box_width, + patch_artist=True, + showmeans=True, + meanprops=dict(marker="o", markerfacecolor="black", markeredgecolor="white", markersize=4), + medianprops=dict(color="yellow", linewidth=1.5), + ) + + for box in bp["boxes"]: + box.set_facecolor(color_by_condition[cond]) + box.set_hatch(hatch_by_config[cfg]) + box.set_edgecolor("black") + box.set_linewidth(1.0) + + for w in bp["whiskers"]: + w.set_color("black") + w.set_linewidth(1.0) + for c in bp["caps"]: + c.set_color("black") + c.set_linewidth(1.0) + + g_i += 1 + + if ds_i == len(datasets) - 1: + last_block_top_anchor_x = block_right - 0.5 * group_spacing + + base_x += block_width + dataset_gap + + ax.set_ylabel(ylabel, fontsize=14) + ax.set_xticks(xticks) + list = enumerate(datasets) + check = next(list)[1] + if "multiplexer" in check: + ax.set_xlabel("MUX Dataset", fontsize=14) + else: + ax.set_xlabel("GAMETES Dataset", fontsize=14) + ax.set_xticklabels(xtick_labels, rotation=0, ha="center", fontsize=14) + ax.tick_params(axis="y", labelsize=14) + + if x_positions_used: + xmin = min(x_positions_used) - box_width / 2.0 + xmax = max(x_positions_used) + box_width / 2.0 + ax.set_xlim(xmin, xmax) + ax.margins(x=0) + + legend_handles = [] + for cfg in configs: + legend_handles.append(Patch(facecolor="white", edgecolor="black", hatch=hatch_by_config[cfg], + label=pretty_config_label(cfg))) + for cond in conditions: + lab = cond.replace("default_model_", "").replace("test_selected_model_", "") + lab = lab + " Iterations" + legend_handles.append(Patch(facecolor=color_by_condition[cond], edgecolor="black", label=lab)) + + if last_block_top_anchor_x is None: + ax.legend(handles=legend_handles, loc="upper left", fontsize=14, frameon=True) + else: + ax.legend( + handles=legend_handles, + loc="upper left", + #bbox_to_anchor=(last_block_top_anchor_x, 1.0), + #bbox_transform=ax.transData, + fontsize=13, + frameon=True, + borderaxespad=0.2, + labelspacing=0.35, + handlelength=1.8, + handletextpad=0.6, + ) + + fig.tight_layout() + out_png.parent.mkdir(parents=True, exist_ok=True) + fig.savefig(out_png, dpi=200) + plt.close(fig) + print(f"✅ Saved plot: {out_png}") + + +# ---------------------------- +# Main +# ---------------------------- + +def main(): + p = argparse.ArgumentParser(description="Generate HEROS combined summary table from summary CSV outputs (with significance).") + p.add_argument("--o", dest="outputPath", required=True, + help="Path to output directory (the folder containing HEROS_/ folders).") + p.add_argument("--groups", dest="groups", required=True, + help="Comma-separated group names to include (WITHOUT 'HEROS_' prefix).") + p.add_argument("--outcsv", dest="outcsv", default="HEROS_Combined_Table.csv", + help="Output CSV file name (written inside --o).") + p.add_argument("--baseline-map", dest="baseline_map", + default="multiplexer:mux_cv_default,gametes:gametes_cv_default", + help="Per-family baselines for significance. Format: 'multiplexer:,gametes:'.") + p.add_argument("--alpha", dest="alpha", type=float, default=0.05, + help="Significance threshold p-value / FDR target (default 0.05).") + + args = p.parse_args() + + output_root = Path(args.outputPath).resolve() + allowed_groups = {g.strip() for g in args.groups.split(",") if g.strip()} + + baseline_map = parse_baseline_map(args.baseline_map) + alpha = args.alpha + + print(f"Using baseline map: {baseline_map} (alpha={alpha})") + + tests_df = collect_significance_tests( + output_root, + allowed_groups, + baseline_map=baseline_map, + ) + tests_df = apply_fdr_bh_by_metric(tests_df, alpha=alpha) + sig_lookup = build_sig_lookup(tests_df) + + combined = build_table( + output_root, + allowed_groups, + baseline_map=baseline_map, + alpha=alpha, + sig_lookup=sig_lookup, + ) + + if combined.empty: + print(f"[WARN] No valid mean/sd summary CSVs found under: {output_root} for groups: {sorted(allowed_groups)}") + return + + out_path = output_root / args.outcsv + combined.to_csv(out_path, index=False) + print(f"✅ Combined table saved to: {out_path}") + + tests_out_path = output_root / args.outcsv.replace(".csv", "_significance_tests_long.csv") + tests_df.to_csv(tests_out_path, index=False) + print(f"✅ Significance test details saved to: {tests_out_path}") + + # ---- ALWAYS generate boxplots ---- + base_plot_dir = output_root / "heros_boxplots" + (base_plot_dir / "multiplexer").mkdir(parents=True, exist_ok=True) + (base_plot_dir / "gametes").mkdir(parents=True, exist_ok=True) + + plot_specs = [ + ("Phase1", PHASE1_CONDITIONS, "Phase I Tracking"), + ("Phase2_default", PHASE2_DEFAULT_CONDITIONS, "Phase II Default Model Tracking"), + ("Phase2_testsel", PHASE2_TESTSEL_CONDITIONS, "Phase II Test-Selected Tracking"), + ] + + splits = [ + ("multiplexer", MUX_DATASETS), + ("gametes", GAMETES_DATASETS), + ] + + for tag, conds, _pretty in plot_specs: + for metric_name, (metric_col, _dec) in METRICS.items(): + df_long = collect_boxplot_data(output_root, allowed_groups, conds, metric_col) + + ylabel = metric_name + if metric_col == "run_time" and not df_long.empty: + df_long = df_long.copy() + df_long["Value"] = df_long["Value"] / 60.0 + ylabel = "Run Time (Minutes)" + + for split_name, dataset_set in splits: + df_split = df_long[df_long["Dataset"].isin(dataset_set)] + out_png = base_plot_dir / split_name / f"{tag}_{metric_col}_boxplot.png" + + make_grouped_boxplot_by_dataset( + df_split, + out_png, + ylabel=ylabel, + conditions_in_order=conds, + figsize=(15, 7), + ) + + +if __name__ == "__main__": + main() diff --git a/evaluation/experiments/heros_scripts/run_commands.txt b/evaluation/experiments/heros_scripts/run_commands.txt new file mode 100644 index 0000000..71739fb --- /dev/null +++ b/evaluation/experiments/heros_scripts/run_commands.txt @@ -0,0 +1,126 @@ +### Run Commands for HEROS Alternation Scheme analyses +## General Useful Commands +#----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- +# module load git +# git clone --single-branch --branch dev_gabe_to_merge https://github.com/UrbsLab/heros.git +# pip install -r heros/requirements.txt + +##Cluster Space check: +du -sh folder/ #reports human readable summary of space used in folder +##Delete all files of a given type +find /path/to/folder -type f -name "*.pickle" -delete + +#deleting files/folders +rm -r folder + +#copy directory recursively +cp -r /project/kamoun_shared/output_shared/heros_gecco/output/ExSTraCS_gametes_cv /project/kamoun_shared/output_shared/heros_gecco2/output/ +cp -r /project/kamoun_shared/output_shared/heros_gecco/output/ExSTraCS_multiplexer_cv /project/kamoun_shared/output_shared/heros_gecco2/output/ +cp -r /project/kamoun_shared/output_shared/heros_gecco/output/ExSTraCS_multiplexer_cv_nu10 /project/kamoun_shared/output_shared/heros_gecco2/output/ +#----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- + +## Cross Validation Partitioning --------------------------------------------------------------------------------------------- +python run_CV_Partitioner.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data --w /project/kamoun_shared/data_shared/heros_sim_data --o gametes_data_cv --cv 10 --l Class +python run_CV_Partitioner.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data --w /project/kamoun_shared/data_shared/heros_sim_data --o multiplexer_data_cv --cv 10 --l Class +#----------------------------------------------------------------------------------------------------------------------------- + +## MultiSURF Training --------------------------------------------------------------------------------------------- +python run_multisurf_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv --cv 10 --m 2000 --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal +python run_multisurf_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv --cv 10 --m 2000 --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal +#------------------------------------------------------------------------------------------------------------------ + +SHORT ClUSTER TEST: ------------------------------------------------------------------------------------------------ + +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/test_multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o quicktest --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 1 --r 1 --m limit --in target_acc --it 10000 --ps 500 --nu 1 --mi 50 --ms 100 --c sub --tp 1000 --sr 500,1000,10000 --sm 5,10,50 --m equal --a 5 --pt dt_bstrap + + +## HEROS 2026 Paper Evaluations + +### GAMETES DATA +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o gametes_cv_default --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100,200 --m None --a 0 --check --resub + +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o gametes_cv_default_tree_bstrap --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100,200 --m None --a 0 --pt dt_bstrap --check --resub + +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o gametes_cv_equal_tree_bstrap --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100,200 --m equal --a 5 --pt dt_bstrap --check --resub + + +### MUX DATA +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o mux_cv_default --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100,200 --m None --a 0 --check --resub + +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o mux_cv_default_tree_bstrap --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100,200 --m None --a 0 --pt dt_bstrap --check --resub + +python run_heros.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_v0.3_dev --o mux_cv_equal_tree_bstrap --ekf /project/kamoun_shared/output_shared/heros_gecco_2025/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100,200 --m equal --a 5 --pt dt_bstrap --check --resub + + + +## SUMMARY SCRIPTS +### GAMETES DATA +python run_heros_sum.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o gametes_cv_default \ + --cv 10 \ + --r 20 \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal + +python run_heros_sum.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o gametes_cv_default_tree_bstrap \ + --cv 10 \ + --r 20 \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal + +python run_heros_sum.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o gametes_cv_equal_tree_bstrap \ + --cv 10 \ + --r 20 \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal + +### MUX DATA +python run_heros_sum.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o mux_cv_default \ + --cv 10 \ + --r 20 \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal + +python run_heros_sum.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o mux_cv_default_tree_bstrap \ + --cv 10 \ + --r 20 \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal + +python run_heros_sum.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o mux_cv_equal_tree_bstrap \ + --cv 10 \ + --r 20 \ + --rc LSF \ + --rm 4 \ + --q i2c2_normal + + + + +## TABLE SUMMARY SCRIPT +python run_heros_table.py \ + --w /project/kamoun_shared/output_shared/heros_v0.3_dev \ + --o output \ + --groups mux_cv_default,mux_cv_default_tree_bstrap,gametes_cv_default,gametes_cv_default_tree_bstrap,mux_cv_equal_tree_bstrap,gametes_cv_equal_tree_bstrap \ + --baseline-map multiplexer:mux_cv_default,gametes:gametes_cv_default \ + --alpha 0.05 \ + --rc LSF \ + --rm 8 \ + --q i2c2_normal \ + --outcsv HEROS_Combined_Table.csv \ No newline at end of file diff --git a/evaluation/experiments/run_heros_hpc.py b/evaluation/experiments/heros_scripts/run_heros.py similarity index 79% rename from evaluation/experiments/run_heros_hpc.py rename to evaluation/experiments/heros_scripts/run_heros.py index 81bb9ca..92fd6a4 100644 --- a/evaluation/experiments/run_heros_hpc.py +++ b/evaluation/experiments/heros_scripts/run_heros.py @@ -1,15 +1,15 @@ import sys import os -import pandas as pd -import matplotlib.pyplot as plt -import numpy as np -import seaborn as sns -import scipy.stats as scs -import random -from sklearn.preprocessing import StandardScaler -from sklearn.experimental import enable_iterative_imputer -from sklearn.impute import IterativeImputer -import csv +#import pandas as pd +#import matplotlib.pyplot as plt +#import numpy as np +#import seaborn as sns +#import scipy.stats as scs +#import random +#from sklearn.preprocessing import StandardScaler +#from sklearn.experimental import enable_iterative_imputer +#from sklearn.impute import IterativeImputer +#import csv import time import argparse @@ -30,7 +30,11 @@ def main(argv): #Experiment Parameters parser.add_argument('--cv', dest='cv_partitions', help='number of cv partitions', type=int, default = 10) parser.add_argument('--r', dest='random_seeds', help='number of random seeds to run', type=int, default= 30) - parser.add_argument('--in', dest='model_pop_init', help='model population initialization method (Must be random, probabilistic, bootstrap, or target_acc)', type=str, default='random') + parser.add_argument('--pt', dest='rule_pop_init', help='type of population initialization (load, dt, dt_bstrap, or None)', type=str, default='None') + parser.add_argument('--a', dest='alternate', help='phase alternations', type = int, default = 0) + parser.add_argument('--m', dest='alternate_mode', help='alternation mode (Must be "limit", "converge", "equal", or None)', type = str, default='None') + #Unused Experimental + parser.add_argument('--fb', dest='feedback', action='store_true', help='use alternation weights') #Critical HEROS Parameters parser.add_argument('--ot', dest='outcome_type', help='outcome type', type=str, default='class') parser.add_argument('--it', dest='iterations', help='number of rule training cycles', type=int, default=100000) @@ -38,6 +42,7 @@ def main(argv): parser.add_argument('--nu', dest='nu', help='power parameter', type=int, default=1) parser.add_argument('--mi', dest='model_iterations', help='number of model training cycles', type=int, default=500) parser.add_argument('--ms', dest='model_pop_size', help='maximum model population size ', type=int, default=100) + parser.add_argument('--in', dest='model_pop_init', help='model population initialization method (Must be random, probabilistic, bootstrap, or target_acc)', type=str, default='random') #Other HEROS Parameters parser.add_argument('--cp', dest='cross_prob', help='probability of applying crossover in rule discovery', type=float, default=0.8) parser.add_argument('--mp', dest='mut_prob', help='probability of applying mutation in rule discovery', type=float, default=0.04) @@ -49,7 +54,6 @@ def main(argv): parser.add_argument('--ft', dest='feat_track', help='feature tracking mechanism', type=str, default='None') parser.add_argument('--ng', dest='new_gen', help='proportion of max model population size', type=float, default=1.0) parser.add_argument('--mg', dest='merge_prob', help='probability of applying merge in model discovery', type=float, default=0.1) - parser.add_argument('--pt', dest='rule_pop_init', help='type of population initialization (load, dt, or None)', type=str, default='None') parser.add_argument('--c', dest='compaction', help='rule-compaction strategy', type=str, default='sub') parser.add_argument('--tp', dest='track_performance', help='performance tracking', type=int, default=1000) parser.add_argument('--sr', dest='stored_rule_iterations', help='comma-separated string indicating rule pop iterations to run full evaluation', type=str, default='None') @@ -57,19 +61,23 @@ def main(argv): parser.add_argument('--rs', dest='random_state', help='random state seed', type=int, default=42) #parser.add_argument('--v', dest='verbose', help='boolean flag to run in verbose mode', type=bool, default=False) parser.add_argument('--v', dest='verbose', help='boolean flag to run in verbose mode', action='store_true') + parser.add_argument('--min', dest='min_output', help='boolean flag to minimize saved HEROS output', action='store_true') + #HPC parameters parser.add_argument('--rc', dest='run_cluster', help='cluster type', type=str, default='LSF') parser.add_argument('--rm', dest='reserved_memory', help='reserved memory for job', type=int, default= 4) parser.add_argument('--q', dest='queue', help='cluster queue name', type=str, default= 'i2c2_normal') - #parser.add_argument('--check', dest='check', help='boolean flag to check and report on what jobs have not yet completed', type=bool, default= False) + #parser.add_argument('--check', dest='check', help='boolean flag to check and report on what jobs have not yet completed', type=bool, action= False) parser.add_argument('--check', dest='check', help='boolean flag to check and report on what jobs have not yet completed', action='store_true') #parser.add_argument('--resub', dest='resubmit', help='boolean flag to resubmit incomplete jobs', type=bool, default= False) parser.add_argument('--resub', dest='resubmit', help='boolean flag to resubmit incomplete jobs', action='store_true') #---------------------------------------------------------------------------------------------- options=parser.parse_args(argv[1:]) + print(options) #Script Parameters datafolder = options.datafolder #full path to target dataset writepath = options.writepath + print(writepath) outputfolder = options.outputfolder ekfolder = options.ekfolder #Dataset Parameters @@ -79,10 +87,9 @@ def main(argv): #Experiment Parameters cv_partitions = options.cv_partitions random_seeds = options.random_seeds - if options.model_pop_init is None or options.model_pop_init == 'None': - model_pop_init = None - else: - model_pop_init = str(options.model_pop_init) + alternate = options.alternate + alternate_mode = options.alternate_mode + feedback = options.feedback #Critical HEROS Parameters outcome_type = options.outcome_type @@ -121,6 +128,11 @@ def main(argv): else: random_state = int(options.random_state) verbose = options.verbose + if options.model_pop_init is None or options.model_pop_init == 'None': + model_pop_init = None + else: + model_pop_init = str(options.model_pop_init) + min_output = options.min_output #HPC parameters run_cluster = options.run_cluster reserved_memory = options.reserved_memory @@ -128,7 +140,6 @@ def main(argv): check = options.check resubmit = options.resubmit algorithm = 'HEROS' - #Folder Management------------------------------ #Main Write Path----------------- if not os.path.exists(writepath): @@ -152,7 +163,7 @@ def main(argv): # Experiment loop to submit jobs (datasets, random seeds, cv partitions) jobCount = 0 missing_count = 0 - for entry in os.listdir(datafolder): #for each subfolder within target dataset folder + for entry in os.listdir(datafolder): #for each subfolder within target dataset folder if os.path.isdir(os.path.join(datafolder,entry)): datapath = os.path.join(datafolder,entry) #Specify output folder path @@ -182,24 +193,25 @@ def main(argv): if not check: #Regular Job submission run if run_cluster == 'LSF': - submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose) + submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose,min_output,alternate,alternate_mode,feedback) jobCount +=1 elif run_cluster == 'SLURM': - submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose) + submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose,min_output,alternate,alternate_mode,feedback) jobCount +=1 else: print('ERROR: Cluster type not found') else: #check what runs have completed (based on last file generated by jobs) target_file_path = outputPath+'/runtimes.csv' + print(target_file_path) if not os.path.exists(target_file_path): print('Missing: '+str(outputPath)) missing_count += 1 if resubmit: if run_cluster == 'LSF': - submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose) + submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose,min_output,alternate,alternate_mode,feedback) jobCount +=1 elif run_cluster == 'SLURM': - submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose) + submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose,min_output,alternate,alternate_mode,feedback) jobCount +=1 else: print('ERROR: Cluster type not found') @@ -208,7 +220,7 @@ def main(argv): print(str(missing_count)+' jobs incomplete') #UPenn Cluster -def submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose): +def submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose,min_output,alternate,alternate_mode,feedback): job_ref = str(time.time()) job_name = 'HEROS_'+full_data_name+'_seed_'+str(target_random_seed)+'_'+job_ref job_path = scratchPath+'/'+job_name+ '_run.sh' @@ -220,12 +232,15 @@ def submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_n sh_file.write('#BSUB -M ' + str(reserved_memory) + 'GB' + '\n') sh_file.write('#BSUB -o ' + logPath+'/'+job_name + '.o\n') sh_file.write('#BSUB -e ' + logPath+'/'+job_name + '.e\n') - sh_file.write('python job_heros_hpc.py'+' --d '+str(full_data_path)+' --o '+str(outputPath)+' --ekf '+str(ekfolder)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --in '+str(model_pop_init)+' --ot '+str(outcome_type)+' --it '+str(iterations)+' --ps '+str(pop_size)+' --nu '+str(nu)+' --mi '+str(model_iterations)+' --ms '+str(model_pop_size)+' --cp '+str(cross_prob)+' --mp '+str(mut_prob)+' --b '+str(beta)+' --ts '+str(theta_sel)+' --ff '+str(fitness_function)+' --s '+str(subsumption)+' --rsl '+str(rsl)+' --ft '+str(feat_track)+' --ng '+str(new_gen)+' --mg '+str(merge_prob)+' --pt '+str(rule_pop_init)+' --c '+str(compaction)+' --tp '+str(track_performance)+' --sr '+str(stored_rule_iterations)+' --sm '+str(stored_model_iterations)+' --rs '+str(target_random_seed)+' --v '+str(verbose)+'\n') + fb_arg = ' --fb' if feedback else '' + verbose_arg = ' --v' if verbose else '' + min_arg = ' --min' if min_output else '' + sh_file.write('python job_heros.py'+' --d '+str(full_data_path)+' --o '+str(outputPath)+' --ekf '+str(ekfolder)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column) + ' --in '+str(model_pop_init)+' --ot '+str(outcome_type)+' --it '+str(iterations)+' --ps '+str(pop_size)+' --nu '+str(nu)+' --mi '+str(model_iterations)+' --ms '+str(model_pop_size)+' --cp '+str(cross_prob)+' --mp '+str(mut_prob)+' --b '+str(beta)+' --ts '+str(theta_sel)+' --ff '+str(fitness_function)+' --s '+str(subsumption)+' --rsl '+str(rsl)+' --ft '+str(feat_track)+' --ng '+str(new_gen)+' --mg '+str(merge_prob)+' --pt '+str(rule_pop_init)+' --c '+str(compaction)+' --tp '+str(track_performance)+' --sr '+str(stored_rule_iterations)+' --sm '+str(stored_model_iterations)+' --rs '+str(target_random_seed)+ verbose_arg + min_arg+ ' --a ' + str(alternate)+ ' --m ' + str(alternate_mode) + fb_arg +'\n') sh_file.close() os.system('bsub < ' + job_path) - + #Cedars Cluster -def submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose): +def submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data_name,outputPath,full_data_path,ekfolder,outcome_label,instanceID_label,excluded_column,model_pop_init,outcome_type,iterations,pop_size,nu,model_iterations,model_pop_size,cross_prob,mut_prob,beta,theta_sel,fitness_function,subsumption,rsl,feat_track,new_gen,merge_prob,rule_pop_init,compaction,track_performance,stored_rule_iterations,stored_model_iterations,target_random_seed,verbose,min_output,alternate,alternate_mode,feedback): job_ref = str(time.time()) job_name = 'HEROS_'+full_data_name+'_seed_'+str(target_random_seed)+'_'+job_ref job_path = scratchPath+'/'+job_name+ '_run.sh' @@ -237,7 +252,10 @@ def submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,full_data # sh_file.write('#BSUB -M '+str(maximum_memory)+'GB'+'\n') sh_file.write('#SBATCH -o ' + logPath+'/'+job_name + '.o\n') sh_file.write('#SBATCH -e ' + logPath+'/'+job_name + '.e\n') - sh_file.write('srun python job_heros_hpc.py'+' --d '+str(full_data_path)+' --o '+str(outputPath)+' --ekf '+str(ekfolder)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --in '+str(model_pop_init)+' --ot '+str(outcome_type)+' --it '+str(iterations)+' --ps '+str(pop_size)+' --nu '+str(nu)+' --mi '+str(model_iterations)+' --ms '+str(model_pop_size)+' --cp '+str(cross_prob)+' --mp '+str(mut_prob)+' --b '+str(beta)+' --ts '+str(theta_sel)+' --ff '+str(fitness_function)+' --s '+str(subsumption)+' --rsl '+str(rsl)+' --ft '+str(feat_track)+' --ng '+str(new_gen)+' --mg '+str(merge_prob)+' --pt '+str(rule_pop_init)+' --c '+str(compaction)+' --tp '+str(track_performance)+' --sr '+str(stored_rule_iterations)+' --sm '+str(stored_model_iterations)+' --rs '+str(target_random_seed)+' --v '+str(verbose)+'\n') + fb_arg = ' --fb' if feedback else '' + verbose_arg = ' --v' if verbose else '' + min_arg = ' --min' if min_output else '' + sh_file.write('srun python job_heros.py'+' --d '+str(full_data_path)+' --o '+str(outputPath)+' --ekf '+str(ekfolder)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --in '+str(model_pop_init)+' --ot '+str(outcome_type)+' --it '+str(iterations)+' --ps '+str(pop_size)+' --nu '+str(nu)+' --mi '+str(model_iterations)+' --ms '+str(model_pop_size)+' --cp '+str(cross_prob)+' --mp '+str(mut_prob)+' --b '+str(beta)+' --ts '+str(theta_sel)+' --ff '+str(fitness_function)+' --s '+str(subsumption)+' --rsl '+str(rsl)+' --ft '+str(feat_track)+' --ng '+str(new_gen)+' --mg '+str(merge_prob)+' --pt '+str(rule_pop_init)+' --c '+str(compaction)+' --tp '+str(track_performance)+' --sr '+str(stored_rule_iterations)+' --sm '+str(stored_model_iterations)+' --rs '+str(target_random_seed)+ verbose_arg + min_arg + ' --a ' + str(alternate)+ ' --m ' + str(alternate_mode) + fb_arg +'\n') sh_file.close() os.system('sbatch ' + job_path) diff --git a/evaluation/experiments/heros_scripts/run_heros_sum.py b/evaluation/experiments/heros_scripts/run_heros_sum.py new file mode 100644 index 0000000..7252cc5 --- /dev/null +++ b/evaluation/experiments/heros_scripts/run_heros_sum.py @@ -0,0 +1,124 @@ +# I2C2-Documentation/run_heros_alt_sum.py +# +# Submits the summary aggregation as a single cluster job (LSF or SLURM). +# - Minimal args: --w (writepath), --o (outputfolder), --cv, --r +# - Writes logs into writepath/logs +# - Calls: python I2C2-Documentation/job_heros_alt_sum.py --o --cv ... --r ... + +import os +import sys +import time +import argparse + +def ensure_dir(path: str) -> None: + if not os.path.exists(path): + os.makedirs(path, exist_ok=True) + +def submit_lsf(scratch_path, log_path, reserved_memory, queue, output_root, cv_partitions, random_seeds, outputfolder, + outcome_label, instanceID_label, excluded_column): + job_ref = str(time.time()) + job_name = f"HEROS_summary_{outputfolder}_{job_ref}" + job_script = os.path.join(scratch_path, f"{job_name}_run.sh") + + with open(job_script, "w") as sh: + sh.write("#!/bin/bash\n") + sh.write(f"#BSUB -q {queue}\n") + sh.write(f"#BSUB -J {job_name}\n") + sh.write(f"#BSUB -R \"rusage[mem={reserved_memory}G]\"\n") + sh.write(f"#BSUB -M {reserved_memory}GB\n") + sh.write(f"#BSUB -o {os.path.join(log_path, job_name)}.o\n") + sh.write(f"#BSUB -e {os.path.join(log_path, job_name)}.e\n") + sh.write( + "python -u job_heros_sum.py" + f" --o {output_root}" + f" --ol {outcome_label} --il {instanceID_label} --el {excluded_column}" + f" --cv {cv_partitions} --r {random_seeds}\n" + ) + + os.system(f"bsub < {job_script}") + +def submit_slurm(scratch_path, log_path, reserved_memory, queue, output_root, cv_partitions, random_seeds, outputfolder, + outcome_label, instanceID_label, excluded_column): + job_ref = str(time.time()) + job_name = f"HEROS_summary_{outputfolder}_{job_ref}" + job_script = os.path.join(scratch_path, f"{job_name}_run.sh") + + with open(job_script, "w") as sh: + sh.write("#!/bin/bash\n") + sh.write(f"#SBATCH -p {queue}\n") + sh.write(f"#SBATCH --job-name={job_name}\n") + sh.write(f"#SBATCH --mem={reserved_memory}G\n") + sh.write(f"#SBATCH -o {os.path.join(log_path, job_name)}.o\n") + sh.write(f"#SBATCH -e {os.path.join(log_path, job_name)}.e\n") + sh.write( + "srun python -u job_heros_sum.py" + f" --o {output_root}" + f" --ol {outcome_label} --il {instanceID_label} --el {excluded_column}" + f" --cv {cv_partitions} --r {random_seeds}\n" + ) + + os.system(f"sbatch {job_script}") + +def main(argv): + parser = argparse.ArgumentParser(description="Submit HEROS summary aggregation job.") + parser.add_argument("--w", dest="writepath", type=str, required=True, help="Base write path (contains output/, logs/, scratch/).") + parser.add_argument("--o", dest="outputfolder", type=str, required=True, help="Experiment output folder name (suffix after HEROS_).") + parser.add_argument("--ol", dest="outcome_label", type=str, default="Class") + parser.add_argument("--il", dest="instanceID_label", type=str, default="InstanceID") + parser.add_argument("--el", dest="excluded_column", type=str, default="Group") + parser.add_argument("--cv", dest="cv_partitions", type=int, default=10) + parser.add_argument("--r", dest="random_seeds", type=int, default=30) + parser.add_argument("--rc", dest="run_cluster", type=str, default="LSF", choices=["LSF", "SLURM"]) + parser.add_argument("--rm", dest="reserved_memory", type=int, default=4) + parser.add_argument("--q", dest="queue", type=str, default="i2c2_normal") + + args = parser.parse_args(argv[1:]) + + writepath = args.writepath + outputfolder = args.outputfolder + cv_partitions = args.cv_partitions + random_seeds = args.random_seeds + + algorithm = "HEROS" + output_root = os.path.join(writepath, "output", f"{algorithm}_{outputfolder}") + + # Ensure dirs exist + ensure_dir(writepath) + ensure_dir(os.path.join(writepath, "output")) + ensure_dir(os.path.join(writepath, "scratch")) + ensure_dir(os.path.join(writepath, "logs")) + ensure_dir(output_root) + + if args.run_cluster == "LSF": + submit_lsf( + scratch_path=os.path.join(writepath, "scratch"), + log_path=os.path.join(writepath, "logs"), + reserved_memory=args.reserved_memory, + queue=args.queue, + output_root=output_root, + cv_partitions=cv_partitions, + random_seeds=random_seeds, + outputfolder=outputfolder, + outcome_label=args.outcome_label, + instanceID_label=args.instanceID_label, + excluded_column=args.excluded_column, + ) + else: + submit_slurm( + scratch_path=os.path.join(writepath, "scratch"), + log_path=os.path.join(writepath, "logs"), + reserved_memory=args.reserved_memory, + queue=args.queue, + output_root=output_root, + cv_partitions=cv_partitions, + random_seeds=random_seeds, + outputfolder=outputfolder, + outcome_label=args.outcome_label, + instanceID_label=args.instanceID_label, + excluded_column=args.excluded_column, + ) + + print("1 summary job submitted successfully") + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/heros_scripts/run_heros_table.py b/evaluation/experiments/heros_scripts/run_heros_table.py new file mode 100644 index 0000000..88562b7 --- /dev/null +++ b/evaluation/experiments/heros_scripts/run_heros_table.py @@ -0,0 +1,122 @@ +#!/usr/bin/env python3 +# run_heros_alt_table2.0.py +# +# Submits a single cluster job that generates a combined HEROS table +# (with per-family significance) restricted to specific experiment groups. +# +# Example: +# python run_heros_alt_table2.0.py \ +# --w /project/kamoun_shared/gabe/I2C2-Documentation \ +# --o output \ +# --groups mux_cv_default,mux_cv_default_tree_init,gametes_cv_default,gametes_cv_default_tree_init \ +# --baseline-map multiplexer:mux_cv_default,gametes:gametes_cv_default \ +# --alpha 0.05 \ +# --rc LSF --rm 8 --q i2c2_normal \ +# --outcsv HEROS_Combined_Table.csv + +import sys +import os +import time +import argparse +from pathlib import Path + + +def parse_args(argv): + p = argparse.ArgumentParser(description="Submit HEROS combined-table job to cluster (with significance).") + + # Paths + p.add_argument("--w", dest="writepath", type=str, required=True, + help="Path containing this script AND the job file (e.g., /project/.../I2C2-Documentation).") + p.add_argument("--o", dest="outputfolder", type=str, required=True, + help="Folder under --w that holds experiment outputs. Usually: output") + + # Which experiment groups to include (WITHOUT 'HEROS_' prefix) + p.add_argument("--groups", dest="groups", type=str, required=True, + help="Comma-separated group names under output/ (e.g., mux_cv_default,gametes_cv_default_tree_init)") + + # Output CSV name (written into output root) + p.add_argument("--outcsv", dest="outcsv", type=str, default="HEROS_Combined_Table.csv", + help="Name of the combined output CSV file.") + + # Significance controls + p.add_argument("--baseline-map", dest="baseline_map", type=str, + default="multiplexer:mux_cv_default,gametes:gametes_cv_default", + help="Per-family baselines for significance. Format: 'multiplexer:,gametes:'.") + p.add_argument("--alpha", dest="alpha", type=float, default=0.05, + help="Significance threshold p-value (default 0.05).") + + # HPC params + p.add_argument("--rc", dest="run_cluster", type=str, default="LSF", choices=["LSF", "SLURM"]) + p.add_argument("--rm", dest="reserved_memory", type=int, default=8, help="GB") + p.add_argument("--q", dest="queue", type=str, default="i2c2_normal") + + return p.parse_args(argv[1:]) + + +def main(argv): + args = parse_args(argv) + + writepath = Path(args.writepath).resolve() + output_root = (writepath / args.outputfolder).resolve() + scratchPath = (writepath / "scratch").resolve() + logPath = (writepath / "logs").resolve() + + scratchPath.mkdir(parents=True, exist_ok=True) + logPath.mkdir(parents=True, exist_ok=True) + + # Job python file (must exist in writepath) + job_py = "job_heros_table.py" + #if not job_py.exists(): + # print(f"[ERR] job file not found: {job_py}") + # return 2 + + groups_csv = ",".join([g.strip() for g in args.groups.split(",") if g.strip()]) + if not groups_csv: + print("[ERR] --groups must contain at least one group name.") + return 2 + + job_cmd = ( + f"python {job_py} " + f"--o {output_root} " + f"--groups {groups_csv} " + f"--outcsv {args.outcsv} " + f"--baseline-map {args.baseline_map} " + f"--alpha {args.alpha} " + ) + + job_ref = str(int(time.time())) + job_name = f"HEROS_table_{output_root.name}_{job_ref}" + job_sh = scratchPath / f"{job_name}_run.sh" + + with open(job_sh, "w") as f: + f.write("#!/bin/bash\n") + if args.run_cluster.upper() == "LSF": + f.write(f"#BSUB -q {args.queue}\n") + f.write(f"#BSUB -J {job_name}\n") + f.write(f"#BSUB -R \"rusage[mem={args.reserved_memory}G]\"\n") + f.write(f"#BSUB -M {args.reserved_memory}GB\n") + f.write(f"#BSUB -o {logPath}/{job_name}.o\n") + f.write(f"#BSUB -e {logPath}/{job_name}.e\n") + f.write(job_cmd + "\n") + else: + f.write(f"#SBATCH -p {args.queue}\n") + f.write(f"#SBATCH --job-name={job_name}\n") + f.write(f"#SBATCH --mem={args.reserved_memory}G\n") + f.write(f"#SBATCH -o {logPath}/{job_name}.o\n") + f.write(f"#SBATCH -e {logPath}/{job_name}.e\n") + f.write(f"srun {job_cmd}\n") + + os.chmod(job_sh, 0o755) + + if args.run_cluster.upper() == "LSF": + os.system(f"bsub < {job_sh}") + print(f"[SUBMITTED][LSF] {job_sh}") + else: + os.system(f"sbatch {job_sh}") + print(f"[SUBMITTED][SLURM] {job_sh}") + + return 0 + + +if __name__ == "__main__": + sys.exit(main(sys.argv)) diff --git a/evaluation/experiments/job_heros_sum_hpc.py b/evaluation/experiments/job_heros_sum_hpc.py deleted file mode 100644 index 80f5ede..0000000 --- a/evaluation/experiments/job_heros_sum_hpc.py +++ /dev/null @@ -1,269 +0,0 @@ -import os -import sys -import argparse -import pickle -import pandas as pd -import numpy as np -import matplotlib.pyplot as plt -import seaborn as sns -from sklearn.metrics import confusion_matrix -sys.path.append('/project/kamoun_shared/code_shared/scikit-heros/') -from src.skheros.heros import HEROS -#from skheros.heros import HEROS #PIP INSTALL RUN - -def main(argv): - #ARGUMENTS:------------------------------------------------------------------------------------ - parser = argparse.ArgumentParser(description='') - #Script Parameters - parser.add_argument('--o', dest='outputPath', help='path to target output folder', type=str, default = 'mypath/myOutputFolder') - #Dataset Parameters - parser.add_argument('--ol', dest='outcome_label', help='outcome label (i.e. class label)', type=str, default = 'Class') - parser.add_argument('--il', dest='instanceID_label', help='label of instance ID column (if present)', type=str, default = 'InstanceID') - parser.add_argument('--el', dest='excluded_column', help='label of another column to drop (if present)', type=str, default = 'Group') - #Experiment Parameters - parser.add_argument('--cv', dest='cv_partitions', help='number of cv partitions', type=int, default = 10) - parser.add_argument('--r', dest='random_seeds', help='number of random seeds to run', type=int, default= 30) - - #---------------------------------------------------------------------------------------------- - options=parser.parse_args(argv[1:]) - #Script Parameters - outputPath = options.outputPath - #Dataset Parameters - outcome_label = options.outcome_label - instanceID_label = options.instanceID_label - excluded_column = options.excluded_column - #Experiment Parameters - cv_partitions = options.cv_partitions - random_seeds = options.random_seeds - - # Get Data Output Folder Name - folder_name = outputPath.rstrip('/').split('/')[-1] - - # Create CV level summary files - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - for i in range(0,random_seeds): - seed_level_path = os.path.join(data_level_path,'seed_'+str(i)) - dataframes = [] - for j in range(1,cv_partitions+1): - cv_level_path = os.path.join(seed_level_path,'cv_'+str(j)) - file_path = cv_level_path+'/evaluation_summary.csv' - #Load Eval File - df = pd.read_csv(file_path) - df_X = df.drop('Row Indexes', axis=1) - row_names = df['Row Indexes'] - dataframes.append(df_X) - #Make averages file - averaged_df_X = pd.concat(dataframes).groupby(level=0).mean() - combined_df = pd.concat([row_names, averaged_df_X], axis=1) - combined_df.to_csv(seed_level_path+'/mean_CV_evaluation_summary.csv', index=False) - #Make standard deviation file - sd_df_X = pd.concat(dataframes).groupby(level=0).std() - combined_df = pd.concat([row_names, sd_df_X], axis=1) - combined_df.to_csv(seed_level_path+'/sd_CV_evaluation_summary.csv', index=False) - - # Create seed level summary files - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - dataframes = [] - for i in range(0,random_seeds): - seed_level_path = os.path.join(data_level_path,'seed_'+str(i)) - file_path = seed_level_path+'/mean_CV_evaluation_summary.csv' - #Load Eval File - df = pd.read_csv(file_path) - df_X = df.drop('Row Indexes', axis=1) - row_names = df['Row Indexes'] - dataframes.append(df_X) - #Make averages file - averaged_df_X = pd.concat(dataframes).groupby(level=0).mean() - combined_df = pd.concat([row_names, averaged_df_X], axis=1) - combined_df.to_csv(data_level_path+'/mean_seed_evaluation_summary.csv', index=False) - #Make standard deviation file - sd_df_X = pd.concat(dataframes).groupby(level=0).std() - combined_df = pd.concat([row_names, sd_df_X], axis=1) - combined_df.to_csv(data_level_path+'/sd_seed_evaluation_summary.csv', index=False) - - # Create Global results list for each evaluation point - header = None - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - eval_point_list = {} #row index dictionary each with list of lists storing results list for every seed and cv combo - for i in range(0,random_seeds): - seed_level_path = os.path.join(data_level_path,'seed_'+str(i)) - for j in range(1,cv_partitions+1): - cv_level_path = os.path.join(seed_level_path,'cv_'+str(j)) - file_path = cv_level_path+'/evaluation_summary.csv' - #Load Eval File - df = pd.read_csv(file_path) - header = list(df.columns) - header.remove('Row Indexes') - for index, row in df.iterrows(): - #initialize dictionary entry - row_index = row['Row Indexes'] - if row_index not in eval_point_list: - eval_point_list[row_index] = [] - temp_list = list(row) - temp_list.remove(row_index) - eval_point_list[row_index].append(temp_list) - #print(eval_point_list) - #Create global evaluation summary for given dataset - for each in eval_point_list: - results = eval_point_list[each] - df_results = pd.DataFrame(results, columns=header) - df_results.to_csv(data_level_path+'/all_'+str(each)+'_evaluations.csv', index=False) - - - # Create Global (CV average) results list for each evaluation point - header = None - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - eval_point_list = {} #row index dictionary each with list of lists storing results list for every seed and cv combo - for i in range(0,random_seeds): - seed_level_path = os.path.join(data_level_path,'seed_'+str(i)) - file_path = seed_level_path+'/mean_CV_evaluation_summary.csv' - #Load Eval File - df = pd.read_csv(file_path) - header = list(df.columns) - header.remove('Row Indexes') - for index, row in df.iterrows(): - #initialize dictionary entry - row_index = row['Row Indexes'] - if row_index not in eval_point_list: - eval_point_list[row_index] = [] - temp_list = list(row) - temp_list.remove(row_index) - eval_point_list[row_index].append(temp_list) - #Create global evaluation summary for given dataset - for each in eval_point_list: - results = eval_point_list[each] - df_results = pd.DataFrame(results, columns=header) - df_results.to_csv(data_level_path+'/cv_ave_'+str(each)+'_evaluations.csv', index=False) - - #Make testing accuracy boxplots (all runs) - row_index = ['rule_500','rule_1000','rule_10000','rule_100000','rule_200000','rule_post_compact','test_selected_model_5','test_selected_model_10','test_selected_model_50','test_selected_model_100','test_selected_model_200'] - #for each in eval_point_list: - # row_index.append(each) - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - accuracy_values = [] - for each in row_index: #each eval iteration - #Load Eval File - file_path = data_level_path+'/all_'+str(each)+'_evaluations.csv' - df = pd.read_csv(file_path) - accuracy_values.append(df['test_balanced_accuracy']) - # Create a boxplot for all 10 accuracy columns - plt.figure(figsize=(10, 6)) - sns.boxplot(data=accuracy_values) - # Set the labels for the x-axis to represent each file - plt.xticks(ticks=range(len(row_index)), labels=row_index,rotation=90) - # Title and labels - plt.xlabel("Evaluation Points") - plt.ylabel("Balanced Testing Accuracy") - plt.savefig(data_level_path+'/boxplot_testing_accuracy_all.png', bbox_inches="tight") - - - #Make rule count boxplots (all runs) - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - count_values = [] - for each in row_index: #each eval iteration - #Load Eval File - file_path = data_level_path+'/all_'+str(each)+'_evaluations.csv' - df = pd.read_csv(file_path) - count_values.append(df['rule_count']) - # Create a boxplot for all 10 accuracy columns - plt.figure(figsize=(10, 6)) - sns.boxplot(data=count_values) - # Set the labels for the x-axis to represent each file - plt.xticks(ticks=range(len(row_index)), labels=row_index,rotation=90) - # Title and labels - plt.xlabel("Evaluation Points") - plt.ylabel("Rule Count") - plt.savefig(data_level_path+'/boxplot_rule_count_all.png', bbox_inches="tight") - - # Identify how many ideal MUX rules were identified at end of phase 1 population (pre and post compaction) - if 'multiplexer' in outputPath: #only do if we are evaluating MUX problem - mux_output_folders = {'A_multiplexer_6_bit_500_inst':6,'B_multiplexer_11_bit_5000_inst':11,'C_multiplexer_20_bit_10000_inst':20,'D_multiplexer_37_bit_10000_inst':37,'E_multiplexer_70_bit_20000_inst':70} - header = ['Dataset','Seed','CV','Ideal Count','Ideal Proportion'] - resultsList = [] - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if os.path.isdir(os.path.join(outputPath,entry)): - data_level_path = os.path.join(outputPath,entry) - for i in range(0,random_seeds): - seed_level_path = os.path.join(data_level_path,'seed_'+str(i)) - dataframes = [] - for j in range(1,cv_partitions+1): - cv_level_path = os.path.join(seed_level_path,'cv_'+str(j)) - file_path = cv_level_path+'/rule_pop.csv' #load rule population file - #Load Eval File - df = pd.read_csv(file_path) - # Get ideal rule set list - ideal_rules = gen_ideal_rules(mux_output_folders[entry]) - ideal_rule_count = len(ideal_rules) - found_ideal_rules = 0 - #Check Rule Pop for number and proportion of ideal rules - for index, row in df.iterrows(): - c_index = row['Condition Indexes'] - c_values = row['Condition Values'] - outcome = row['Action'] - combined_rule = [c_index,c_values,int(outcome)] - if combined_rule in ideal_rules: - found_ideal_rules += 1 - found_ideal_proportion = found_ideal_rules / float(ideal_rule_count) - tempList = [entry, i, j, found_ideal_rules,found_ideal_proportion] - resultsList.append(tempList) - df_results = pd.DataFrame(resultsList,columns=header) - df_results.to_csv(outputPath+'/phase1_mux_ideal_success.csv', index=False) - #Make quick average summary file - header = ['Dataset','Ideal Count','Ideal Proportion'] - resultsList = [] - for entry in os.listdir(outputPath): #for each subfolder within target dataset folder - if entry != 'phase1_mux_ideal_success.csv' and entry != 'phase1_mux_ideal_success_average.csv': - average_count = df_results.loc[df_results['Dataset'] == entry, 'Ideal Count'].mean() - average_proportion = df_results.loc[df_results['Dataset'] == entry, 'Ideal Proportion'].mean() - resultsList.append([entry,average_count,average_proportion]) - df_results = pd.DataFrame(resultsList,columns=header) - df_results.to_csv(outputPath+'/phase1_mux_ideal_success_average.csv', index=False) - - -def gen_ideal_rules(mux): - address_bits = {6:2, 11:3, 20:4, 37:5, 70:6, 135:7} - ideal_list = [] - register_bits = mux - address_bits[mux] - print(register_bits) - for i in range(0,register_bits): #each unique index list - #ZERO OUTCOME - index_list = [] - value_list = [] - #Build index list - for j in range(0,address_bits[mux]): - index_list.append(j) - index_list.append(i+address_bits[mux]) - #Build value list - value_list = (int_to_binary_list(i,address_bits[mux])) - value_list.append(0) - ideal_list.append([str(index_list),str(value_list),0]) - #ONE OUTCOME - value_list = [] - #Build value list - value_list = (int_to_binary_list(i,address_bits[mux])) - value_list.append(1) - ideal_list.append([str(index_list),str(value_list),1]) - - return ideal_list - - -def int_to_binary_list(num, n): - """Convert an integer to an n-digit binary list of 0s and 1s.""" - return [int(bit) for bit in format(num, f'0{n}b')] - - -if __name__=="__main__": - sys.exit(main(sys.argv)) - diff --git a/evaluation/experiments/job_heros_table_hpc.py b/evaluation/experiments/job_heros_table_hpc.py deleted file mode 100644 index ff02f8b..0000000 --- a/evaluation/experiments/job_heros_table_hpc.py +++ /dev/null @@ -1,653 +0,0 @@ -import os -import sys -import argparse -import pickle -import pandas as pd -import numpy as np -import matplotlib.pyplot as plt -import seaborn as sns -from sklearn.metrics import confusion_matrix -sys.path.append('/project/kamoun_shared/code_shared/scikit-heros/') -from scipy.stats import wilcoxon -#from skheros.heros import HEROS #PIP INSTALL RUN - -def main(argv): - #ARGUMENTS:------------------------------------------------------------------------------------ - parser = argparse.ArgumentParser(description='') - #Script Parameters - parser.add_argument('--o', dest='outputPath', help='path to target output folder', type=str, default = 'mypath/myOutputFolder') - #Dataset Parameters - parser.add_argument('--ol', dest='outcome_label', help='outcome label (i.e. class label)', type=str, default = 'Class') - parser.add_argument('--il', dest='instanceID_label', help='label of instance ID column (if present)', type=str, default = 'InstanceID') - parser.add_argument('--el', dest='excluded_column', help='label of another column to drop (if present)', type=str, default = 'Group') - #Experiment Parameters - parser.add_argument('--cv', dest='cv_partitions', help='number of cv partitions', type=int, default = 10) - parser.add_argument('--r', dest='random_seeds', help='number of random seeds to run', type=int, default= 30) - - #---------------------------------------------------------------------------------------------- - options=parser.parse_args(argv[1:]) - #Script Parameters - outputPath = options.outputPath #goes to the main output folder (not individual experiments) - #Dataset Parameters - outcome_label = options.outcome_label - instanceID_label = options.instanceID_label - excluded_column = options.excluded_column - #Experiment Parameters - cv_partitions = options.cv_partitions - random_seeds = options.random_seeds - p_val = 0.05 - - #Make folder to save output tables. - table_out_path = outputPath+'/heros_paper_tables' - if not os.path.exists(table_out_path): - os.mkdir(table_out_path) - - #Lay out experiment identifiers - file_precuror = 'all' #'cv_ave' #use all individual runs, or averages across cvs to run stats. - phase1_checkpoints = ['500', '1000','10000','100000','200000','post_compact'] - phase2_checkpoints = ['5', '10', '50', '100','200'] - gametes_datasets = ['A_uni_4add', 'B_univariate','C_2way_epistasis','D_2way_epi_2het','E_uni_4het','F_3way_epistasis'] - mux_datasets = ['A_multiplexer_6_bit_500_inst','B_multiplexer_11_bit_5000_inst','C_multiplexer_20_bit_10000_inst','D_multiplexer_37_bit_10000_inst','E_multiplexer_70_bit_20000_inst'] - #mux_datasets = ['A_multiplexer_6_bit_500_inst','B_multiplexer_11_bit_5000_inst','C_multiplexer_20_bit_10000_inst','D_multiplexer_37_bit_10000_inst','E_multiplexer_70_bit_20000_inst','F_multiplexer_135_bit_20000_inst'] - algorithms = ['ExSTraCS','HEROS'] - #'HEROS_multiplexer_cv', 'HEROS_multiplexer_cv_acc_init', 'HEROS_multiplexer_cv_acc_init_nu10', 'HEROS_gametes_cv', 'HEROS_gametes_cv_acc_init' - #'ExSTraCS_multiplexer_cv', 'ExSTraCS_multiplexer_cv_nu10', 'ExSTraCS_gametes_cv' - - significance_metrics = ['test_balanced_accuracy','test_coverage','rule_count','run_time'] - sig_digits = [3,3,None,None] - sig_digits_dict = {} - i = 0 - for metric in significance_metrics: - sig_digits_dict[metric] = sig_digits[i] - i+=1 - - #Make Global Tables ------------------------------------------------------------------------------------------ - - #All Gametes nu=1 Table --------------------- - dataname = 'gametes_cv' - nu_use = 1 - table_name = 'Global_'+str(dataname)+'_nu_'+str(nu_use) - global_lists = [] - expname = 'acc_init' - exp_names = ['HEROS(I)-Pre','HEROS(I)-Post','HEROS(II)-RI-D','HEROS(II)-RI-F','HEROS(II)-TI-D','HEROS(II)-TI-F'] - header = ['Dataset','Scenario','Test Acc.', 'Test Cover', 'Rule Count', 'Run Time'] - basename = 'ExSTraCS' - #Automated below - for specdataname in gametes_datasets: - base_path = outputPath+'/ExSTraCS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_post_compact_evaluations' - paths = [outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_200000_evaluations', - outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_post_compact_evaluations', - outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_default_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_test_selected_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_'+str(expname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_default_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_'+str(expname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_test_selected_model_200_evaluations'] - table_list = run_analysis(basename, exp_names,base_path,significance_metrics,paths,p_val,sig_digits_dict,specdataname) - global_lists = global_lists + table_list - - table_df = pd.DataFrame(global_lists, columns=header) - table_df.to_csv(table_out_path+'/'+str(table_name)+'_Table.csv', index=False) - #table_df_T = table_df.T - #table_df_T.to_csv(table_out_path+'/'+str(table_name)+'_Table.csv', index=True, header=False) - - #All Multiplexer nu=1 Table --------------------- - dataname = 'multiplexer_cv' - nu_use = 1 - table_name = 'Global_'+str(dataname)+'_nu_'+str(nu_use) - global_lists = [] - expname = 'acc_init' - exp_names = ['HEROS(I)-Pre','HEROS(I)-Post','HEROS(II)-RI-D','HEROS(II)-RI-F','HEROS(II)-TI-D','HEROS(II)-TI-F'] - header = ['Dataset','Scenario','Test Acc.', 'Test Cover', 'Rule Count', 'Run Time','Ideal Solution'] - basename = 'ExSTraCS' - #Automated below - for specdataname in mux_datasets: - base_path = outputPath+'/ExSTraCS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_post_compact_evaluations' - paths = [outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_200000_evaluations', - outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_post_compact_evaluations', - outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_default_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_test_selected_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_'+str(expname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_default_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_'+str(expname)+'/'+str(specdataname)+'/'+str(file_precuror)+'_test_selected_model_200_evaluations'] - table_list = run_analysis_mux(basename, exp_names,base_path,significance_metrics,paths,p_val,sig_digits_dict,specdataname) - global_lists = global_lists + table_list - - table_df = pd.DataFrame(global_lists, columns=header) - table_df.to_csv(table_out_path+'/'+str(table_name)+'_Table.csv', index=False) - - #All Multiplexer nu=10 Table --------------------- - dataname = 'multiplexer_cv' #+'_nu'+str(nu_use) - nu_use = 10 - table_name = 'Global_'+str(dataname)+'_nu_'+str(nu_use) - global_lists = [] - expname = 'acc_init' - exp_names = ['HEROS(I)-Pre','HEROS(I)-Post','HEROS(II)-RI-D','HEROS(II)-RI-F','HEROS(II)-TI-D','HEROS(II)-TI-F'] - header = ['Dataset','Scenario','Test Acc.', 'Test Cover', 'Rule Count', 'Run Time','Ideal Solution'] - basename = 'ExSTraCS' - #Automated below - for specdataname in mux_datasets: - base_path = outputPath+'/ExSTraCS_'+str(dataname)+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_post_compact_evaluations' - paths = [outputPath+'/HEROS_'+str(dataname)+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_200000_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_rule_post_compact_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_default_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_test_selected_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_'+expname+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_default_model_200_evaluations', - outputPath+'/HEROS_'+str(dataname)+'_'+expname+'_nu'+str(nu_use)+'/'+str(specdataname)+'/'+str(file_precuror)+'_test_selected_model_200_evaluations'] - table_list = run_analysis_mux(basename, exp_names,base_path,significance_metrics,paths,p_val,sig_digits_dict,specdataname) - global_lists = global_lists + table_list - - table_df = pd.DataFrame(global_lists, columns=header) - table_df.to_csv(table_out_path+'/'+str(table_name)+'_Table.csv', index=False) - - #RULE POP Performance Tracking boxplots ------------------------------------------------------------------------------------------ - - custom_palette = [ - "#f0f0f0", # very light grey - "#FFCC99", # light orange - - "#d3d3d3", # light grey - "#FFFF99", # light yellow - - "#b0b0b0", # light medium grey - "#99FF99", # light green - - "#808080", # medium grey - "#99CCFF", # light blue - - "#707070", # slightly dark grey - "#9999FF", # light indego - - "#585858", # medium dark grey - "#CC99FF" # light violet - ] - - #All Gametes nu=1 Table --------------------- - print('generating Gametes Plot') - dataname = 'gametes_cv' - nu_use = 1 - target_metric = "Balanced Testing Accuracy" - imageName = 'Phase1_Testing_Accuracy_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase1_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in gametes_datasets: - for timepoint in phase1_checkpoints: - for algorithm in algorithms: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+'/'+specdataname+'/'+str(file_precuror)+'_rule_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['test_balanced_accuracy'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": algorithm, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,algorithms,target_metric,custom_palette) - - #All Multiplexer nu=1 Table --------------------- - print('generating MUX Plot') - dataname = 'multiplexer_cv' - nu_use = 1 - target_metric = "Balanced Testing Accuracy" - imageName = 'Phase1_Testing_Accuracy_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase1_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in mux_datasets: - for timepoint in phase1_checkpoints: - for algorithm in algorithms: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+'/'+specdataname+'/'+str(file_precuror)+'_rule_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['test_balanced_accuracy'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": algorithm, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,algorithms,target_metric,custom_palette) - - - #All Multiplexer nu=10 Table --------------------- - dataname = 'multiplexer_cv' - nu_use = 10 - target_metric = "Balanced Testing Accuracy" - imageName = 'Phase1_Testing_Accuracy_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase1_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in mux_datasets: - for timepoint in phase1_checkpoints: - for algorithm in algorithms: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+'_nu'+str(nu_use)+'/'+specdataname+'/'+str(file_precuror)+'_rule_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['test_balanced_accuracy'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": algorithm, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,algorithms,target_metric,custom_palette) - - - #Phase 2 Accuracy Performance Tracking boxplots ------------------------------------------------------------------------------------------ - - custom_palette = [ - "#00ffff", # - "#faebe6", # - - "#00bfff", # - "#fcd4cd", # - - "#009fff", # - "#febdb3", # - - "#0080ff", # - "#fcb0a4", # - - "#0060ff", # - "#ffa598", # - - "#0040ff", # - "#ff9486" # - ] - #All Gametes nu=1 Table --------------------- - dataname = 'gametes_cv' - nu_use = 1 - target_metric = "Balanced Testing Accuracy" - algorithm = 'HEROS' - scenarios = ['HEROS(II)-RI-D','HEROS(II)-TI-D'] - my_dict = { - "HEROS(II)-RI-D": '', - "HEROS(II)-TI-D": '_acc_init' - } - imageName = 'Phase2_Testing_Accuracy_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase2_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in gametes_datasets: - for timepoint in phase2_checkpoints: - for scenario in scenarios: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+my_dict[scenario]+'/'+specdataname+'/'+str(file_precuror)+'_default_model_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['test_balanced_accuracy'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": scenario, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,scenarios,target_metric,custom_palette) - - #All MUX nu=1 Table --------------------- - dataname = 'multiplexer_cv' - nu_use = 1 - target_metric = "Balanced Testing Accuracy" - algorithm = 'HEROS' - scenarios = ['HEROS(II)-RI-D','HEROS(II)-TI-D'] - my_dict = { - "HEROS(II)-RI-D": '', - "HEROS(II)-TI-D": '_acc_init' - } - imageName = 'Phase2_Testing_Accuracy_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase2_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in mux_datasets: - for timepoint in phase2_checkpoints: - for scenario in scenarios: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+my_dict[scenario]+'/'+specdataname+'/'+str(file_precuror)+'_default_model_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['test_balanced_accuracy'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": scenario, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,scenarios,target_metric,custom_palette) - - #All MUX nu=10 Table --------------------- - dataname = 'multiplexer_cv' - nu_use = 10 - target_metric = "Balanced Testing Accuracy" - algorithm = 'HEROS' - scenarios = ['HEROS(II)-RI-D','HEROS(II)-TI-D'] - my_dict = { - "HEROS(II)-RI-D": '', - "HEROS(II)-TI-D": '_acc_init' - } - imageName = 'Phase2_Testing_Accuracy_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase2_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in mux_datasets: - for timepoint in phase2_checkpoints: - for scenario in scenarios: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+my_dict[scenario]+'_nu'+str(nu_use)+'/'+specdataname+'/'+str(file_precuror)+'_default_model_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['test_balanced_accuracy'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": scenario, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,scenarios,target_metric,custom_palette) - - #Phase 2 Rule Count Performance Tracking boxplots ------------------------------------------------------------------------------------------ - - #All Gametes nu=1 Table --------------------- - dataname = 'gametes_cv' - nu_use = 1 - target_metric = "Rule Count" - algorithm = 'HEROS' - scenarios = ['HEROS(II)-RI-D','HEROS(II)-TI-D'] - my_dict = { - "HEROS(II)-RI-D": '', - "HEROS(II)-TI-D": '_acc_init' - } - imageName = 'Phase2_Rule_Count_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase2_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in gametes_datasets: - for timepoint in phase2_checkpoints: - for scenario in scenarios: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+my_dict[scenario]+'/'+specdataname+'/'+str(file_precuror)+'_default_model_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['rule_count'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": scenario, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,scenarios,target_metric,custom_palette) - - #All MUX nu=1 Table --------------------- - dataname = 'multiplexer_cv' - nu_use = 1 - target_metric = "Rule Count" - algorithm = 'HEROS' - scenarios = ['HEROS(II)-RI-D','HEROS(II)-TI-D'] - my_dict = { - "HEROS(II)-RI-D": '', - "HEROS(II)-TI-D": '_acc_init' - } - imageName = 'Phase2_Rule_Count_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase2_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in mux_datasets: - for timepoint in phase2_checkpoints: - for scenario in scenarios: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+my_dict[scenario]+'/'+specdataname+'/'+str(file_precuror)+'_default_model_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['rule_count'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": scenario, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,scenarios,target_metric,custom_palette) - - #All MUX nu=10 Table --------------------- - dataname = 'multiplexer_cv' - nu_use = 10 - target_metric = "Rule Count" - algorithm = 'HEROS' - scenarios = ['HEROS(II)-RI-D','HEROS(II)-TI-D'] - my_dict = { - "HEROS(II)-RI-D": '', - "HEROS(II)-TI-D": '_acc_init' - } - imageName = 'Phase2_Rule_Count_Tracking_'+str(dataname)+'_nu_'+str(nu_use) - subplot_count = len(phase2_checkpoints)*len(algorithms) - # Gathering data - data = [] - for specdataname in mux_datasets: - for timepoint in phase2_checkpoints: - for scenario in scenarios: - #Load specific data file - file_path = outputPath+'/'+algorithm+'_'+dataname+my_dict[scenario]+'_nu'+str(nu_use)+'/'+specdataname+'/'+str(file_precuror)+'_default_model_'+timepoint+'_evaluations.csv' - tmp_df = pd.read_csv(file_path) #load results dataset - column_list = tmp_df['rule_count'].tolist() - for val in column_list: - data.append({ - "Dataset": specdataname, - "Time Point": timepoint, - "Algorithm": scenario, - "Metric": val - }) - # Convert to DataFrame - df = pd.DataFrame(data) - # Create a combined column for grouping within each dataset - df['Group'] = df['Time Point'] + " | " + df['Algorithm'] - make_boxplot(df,table_out_path,imageName,mux_datasets,phase1_checkpoints,p_val,subplot_count,scenarios,target_metric,custom_palette) - - -def make_boxplot(df,table_out_path,imageName,datasets,timepoints,p_val,subplot_count,algorithms,target_metric,custom_palette): - - # Create the boxplot - plt.figure(figsize=(15, 8)) - ax = sns.boxplot( - x="Dataset", - y="Metric", - hue="Group", - data=df, - dodge=True, - palette=sns.color_palette(custom_palette), - showmeans=True, - meanprops={'marker':'o', - 'markerfacecolor':'black', - 'markeredgecolor':'white', - 'markersize':'4'} - ) - - # Add a horizontal dashed line at y = 0 - ax.axhline(y=0.5, color='red', linestyle='--', linewidth=1) - - # Perform Wilcoxon rank-sum test and annotate significant differences - i = 0 - for dataset in datasets: - j= 0 - for timepoint in timepoints: - # Get the data for Algorithm 1 and Algorithm 2 - alg1_data = df[(df['Dataset'] == dataset) & (df['Time Point'] == timepoint) & (df['Algorithm'] == algorithms[0])]['Metric'] - alg2_data = df[(df['Dataset'] == dataset) & (df['Time Point'] == timepoint) & (df['Algorithm'] == algorithms[1])]['Metric'] - - # Perform the Wilcoxon rank-sum test - success = False - try: - statistic, p_value = wilcoxon(alg1_data, alg2_data) - #print('Comparison: '+str(statistic)+ ' '+ str(p_value)) - success = True - except: - success = False - if success and p_value < p_val: - print('Sig Found: '+str(p_value)) - mean_alg2 = alg2_data.mean() - ymin, ymax = ax.get_ylim() - y_coordinate = ymin + (mean_alg2 - ymin) * (ymax - ymin) / (ymax - ymin) - - # Define the minimum and maximum values - min_value = i - 0.4 - max_value = i + 0.4 - width = max_value - min_value - boxwidth = width / subplot_count - - # Generate n equally spaced values between min_value and max_value - values = np.linspace(min_value+(boxwidth*1.5), max_value-(boxwidth/2), 6) - x_coordinate = values[j] - plt.text(x_coordinate, y_coordinate, "*", ha='center', va='bottom', fontsize=10, color='red') - j+= 1 - i += 1 - - # Customize the plot - plt.xlabel("Dataset", fontsize=12) - plt.ylabel(target_metric, fontsize=12) - plt.xticks(rotation=45, fontsize=10) - plt.legend(title="Time Point | Algorithm", loc='upper left', bbox_to_anchor=(1, 1)) - plt.tight_layout() - # Save plot - plt.savefig(table_out_path+'/'+str(imageName)+'.png', bbox_inches="tight") - - -def run_analysis(basename, exp_names,base_path,significance_metrics,paths,p_val,sig_digits_dict,specdataname): - #Initialize results list - table_list = [] - #initialize base list - base_list = [specdataname,basename] - #calculate Base stats (exstracs) - base_df = pd.read_csv(base_path+'.csv') #load results dataset - base_mean_dict = {} - for metric in significance_metrics: - if metric == 'run_time': - b_mean = base_df[metric].mean()/60 - b_std = base_df[metric].std()/60 - else: - b_mean = base_df[metric].mean() - b_std = base_df[metric].std() - base_list.append(str(round(b_mean,sig_digits_dict[metric]))+ ' ('+str(round(b_std,sig_digits_dict[metric]))+')') - base_mean_dict[metric] = b_mean - table_list.append(base_list) - - #Calculate all other experiment stats - for i in range(len(paths)): - df = pd.read_csv(paths[i]+'.csv') #load results dataset - exp_list = [specdataname,exp_names[i]] - for metric in significance_metrics: - if metric == 'run_time': - t_mean = df[metric].mean()/60 - t_std = df[metric].std()/60 - else: - t_mean = df[metric].mean() - t_std = df[metric].std() - #check for significant difference from baseline - is_sig = wilcoxon_sig(base_df[metric],df[metric],p_val) - if is_sig: # indicate significance within dataframe stat_list - if t_mean > base_mean_dict[metric]: - exp_list.append(str(round(t_mean,sig_digits_dict[metric]))+ ' ('+str(round(t_std,sig_digits_dict[metric]))+')*+') - else: - exp_list.append(str(round(t_mean,sig_digits_dict[metric]))+ ' ('+str(round(t_std,sig_digits_dict[metric]))+')*-') - else: #not significant - exp_list.append(str(round(t_mean,sig_digits_dict[metric]))+ ' ('+str(round(t_std,sig_digits_dict[metric]))+')') - table_list.append(exp_list) - return table_list - -def run_analysis_mux(basename, exp_names,base_path,significance_metrics,paths,p_val,sig_digits_dict,specdataname): - #header = ['Dataset','Scenario','Test Acc.', 'Test Cover', 'Rule Count', 'Run Time','Ideal Solution'] - ideal_counts = {'A_multiplexer_6_bit_500_inst': 8,'B_multiplexer_11_bit_5000_inst': 16,'C_multiplexer_20_bit_10000_inst':32,'D_multiplexer_37_bit_10000_inst':64,'E_multiplexer_70_bit_20000_inst':128} #ideal number of rules for each MUX solution - #ideal_counts = {'A_multiplexer_6_bit_500_inst': 8,'B_multiplexer_11_bit_5000_inst': 16,'C_multiplexer_20_bit_10000_inst':32,'D_multiplexer_37_bit_10000_inst':64,'E_multiplexer_70_bit_20000_inst':128,'F_multiplexer_135_bit_20000_inst':256} #ideal number of rules for each MUX solution - #Initialize results list - table_list = [] - #initialize base list - base_list = [specdataname,basename] - #calculate Base stats (exstracs) - base_df = pd.read_csv(base_path+'.csv') #load results dataset - base_mean_dict = {} - for metric in significance_metrics: - if metric == 'run_time': - b_mean = base_df[metric].mean()/60 - b_std = base_df[metric].std()/60 - else: - b_mean = base_df[metric].mean() - b_std = base_df[metric].std() - base_list.append(str(round(b_mean,sig_digits_dict[metric]))+ ' ('+str(round(b_std,sig_digits_dict[metric]))+')') - base_mean_dict[metric] = b_mean - #Identify frequency of ideal solution discovery - ideal_count = base_df[(base_df['test_balanced_accuracy'] == 1.0) & (base_df['rule_count'] == ideal_counts[specdataname])].shape[0] - base_list.append(str(ideal_count)+'/'+str(base_df.shape[0])) - table_list.append(base_list) - - #Calculate all other experiment stats - for i in range(len(paths)): - df = pd.read_csv(paths[i]+'.csv') #load results dataset - exp_list = [specdataname,exp_names[i]] - for metric in significance_metrics: - if metric == 'run_time': - t_mean = df[metric].mean()/60 - t_std = df[metric].std()/60 - else: - t_mean = df[metric].mean() - t_std = df[metric].std() - #check for significant difference from baseline - is_sig = wilcoxon_sig(base_df[metric],df[metric],p_val) - if is_sig: # indicate significance within dataframe stat_list - if t_mean > base_mean_dict[metric]: - exp_list.append(str(round(t_mean,sig_digits_dict[metric]))+ ' ('+str(round(t_std,sig_digits_dict[metric]))+')*+') - else: - exp_list.append(str(round(t_mean,sig_digits_dict[metric]))+ ' ('+str(round(t_std,sig_digits_dict[metric]))+')*-') - else: #not significant - exp_list.append(str(round(t_mean,sig_digits_dict[metric]))+ ' ('+str(round(t_std,sig_digits_dict[metric]))+')') - #Identify frequency of ideal solution discovery - ideal_count = df[(df['test_balanced_accuracy'] == 1.0) & (df['rule_count'] == ideal_counts[specdataname])].shape[0] - exp_list.append(str(ideal_count)+'/'+str(df.shape[0])) - table_list.append(exp_list) - return table_list - -def wilcoxon_sig(col1,col2,p_val): - success = False - try: - statistic, p_value = wilcoxon(col1, col2) - print('Comparison: '+str(statistic)+ ' '+ str(p_value)) - success = True - except: - success = False - - if success and p_value <= p_val: - return True - else: - return False - -if __name__=="__main__": - sys.exit(main(sys.argv)) \ No newline at end of file diff --git a/evaluation/experiments/run_commands.txt b/evaluation/experiments/run_commands.txt deleted file mode 100644 index 859fa8a..0000000 --- a/evaluation/experiments/run_commands.txt +++ /dev/null @@ -1,211 +0,0 @@ -### Run Commands for HEROS 1.0 analyses - -# module load git -# git clone --single-branch --branch dev https://github.com/UrbsLab/scikit-FIBERS -# pip install -r requirements.txt - -##Cluster Space check: -du -sh folder/ #reports human readable summary of space used in folder -##Delete all files of a given type -find /path/to/folder -type f -name "*.pickle" -delete - -#deleting files/folders -rm -r folder - -#copy directory recursively - -cp -r /project/kamoun_shared/output_shared/heros_gecco/output/ExSTraCS_gametes_cv /project/kamoun_shared/output_shared/heros_gecco2/output/ -cp -r /project/kamoun_shared/output_shared/heros_gecco/output/ExSTraCS_multiplexer_cv /project/kamoun_shared/output_shared/heros_gecco2/output/ -cp -r /project/kamoun_shared/output_shared/heros_gecco/output/ExSTraCS_multiplexer_cv_nu10 /project/kamoun_shared/output_shared/heros_gecco2/output/ - -# Cross Validation Partitioning --------------------------------------------------------------------------------------------- - -python run_CV_Partitioner.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data --w /project/kamoun_shared/data_shared/heros_sim_data --o gametes_data_cv --cv 10 --l Class - -python run_CV_Partitioner.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data --w /project/kamoun_shared/data_shared/heros_sim_data --o multiplexer_data_cv --cv 10 --l Class - - - -# MultiSURF Training --------------------------------------------------------------------------------------------- - -python run_multisurf_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv --cv 10 --m 2000 --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal - -python run_multisurf_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv --cv 10 --m 2000 --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal - - - -QUICK TEST::: - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/test_multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 50000 --ps 500 --nu 1 --mi 100 --ms 100 --c sub --tp 1000 --sr 500,1000,50000 --sm 5,10,50,100 - - -#HEROS Training and Evaluation --------------------------------------------------------------------------------------------- --check --resub - -#MULTIPLEXER DATA------------(1200 jobs each) - run these first for cluster use efficiency (as they include some longer running jobs) -#submitted -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -#submitted -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv_acc_init --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -#submitted -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 200000 --ps 2000 --nu 10 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -#submitted -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv_acc_init_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 10 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - - -#GAMETES DATA------------(1200 jobs each) -#submitted -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o gametes_cv --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -#submitted -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco2 --o gametes_cv_acc_init --ekf /project/kamoun_shared/output_shared/heros_gecco2/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -#HEROS SUMMARY AND FIGURES --------------------------------------------------------------------------------------------- - -#GAMETES DATA------------ -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o gametes_cv --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o gametes_cv_acc_init --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - - -#MULTIPLEXER DATA------------ -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv_acc_init --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv_acc_init_nu10 --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o multiplexer_cv_nu10 --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -## TABLE MAKING -python run_heros_table_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco2 --o output --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - - - -#HEROS Training and Evaluation --------------------------------------------------------------------------------------------- --check --resub - -#MULTIPLEXER DATA------------(1200 jobs each) - run these first for cluster use efficiency (as they include some longer running jobs) -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_acc_init --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 200000 --ps 2000 --nu 10 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_acc_init_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 10 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - - -#GAMETES DATA------------(1200 jobs each) -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv_acc_init --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 200000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000 --sm 5,10,50,100 --check - - - -#HEROS SUMMARY AND FIGURES --------------------------------------------------------------------------------------------- - -#GAMETES DATA------------ -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv_acc_init --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - - -#MULTIPLEXER DATA------------ -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_acc_init --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_acc_init_nu10 --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_nu10 --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - - - - -#ExSTraCS Training and Evaluation (Code Testing) --------------------------------------------------------------------------------------------- -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/test_multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o test_multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 2 --it 50000 --ps 2000 --nu 1 --ft --ff --c QRF --ta --sr 500,1000,10000,50000 - - -#ExSTraCS Training and Evaluation --------------------------------------------------------------------------------------------- - -#GAMETES DATA------------ -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --it 200000 --ps 2000 --nu 1 --ft --ff --c QRF --ta --sr 500,1000,10000,100000,200000 --check - -#MULTIPLEXER DATA------------ -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --it 200000 --ps 2000 --nu 1 --ft --ff --c QRF --ta --sr 500,1000,10000,100000,200000 --check - -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --it 200000 --ps 2000 --nu 10 --ft --ff --c QRF --ta --sr 500,1000,10000,100000,200000 --check - - - -#ExSTraCS SUMMARY AND FIGURES --------------------------------------------------------------------------------------------- -#MULTIPLEXER DATA------------ -python run_exstracs_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_exstracs_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o multiplexer_cv_nu10 --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -#GAMETES DATA------------ -python run_exstracs_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o gametes_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - - -## TABLE MAKING -python run_heros_table_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco --o output --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - - - -#LONG RUNS ********************************************************************************************************** -#MULTIPLEXER DATA------------(1200 jobs each) -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 500000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000,500000 --sm 5,10,50,100 --check True - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv_acc_init --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 500000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000,500000 --sm 5,10,50,100 --check True - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv_acc_init_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 500000 --ps 2000 --nu 10 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000,500000 --sm 5,10,50,100 --check True - -#GAMETES DATA------------(1200 jobs each) -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o gametes_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in random --it 500000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000,500000 --sm 5,10,50,100 --check True - -python run_heros_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o gametes_cv_acc_init --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --in target_acc --it 500000 --ps 2000 --nu 1 --mi 200 --ms 100 --c sub --tp 1000 --sr 500,1000,10000,100000,200000,500000 --sm 5,10,50,100 --check True --resub True -#REDO ABOVE - -#HEROS SUMMARY AND FIGURES --------------------------------------------------------------------------------------------- -#MULTIPLEXER DATA------------ -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv_acc_init --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv_acc_init_nu10 --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -#GAMETES DATA------------ -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o gametes_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 - -python run_heros_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o gametes_cv_acc_init --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 -#REDO ABOVE - -#ExSTraCS Training and Evaluation --------------------------------------------------------------------------------------------- -#MULTIPLEXER DATA------------ -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --it 500000 --ps 2000 --nu 1 --ft True --ff True --c QRF --ta True --sr 500,1000,10000,100000,200000,500000 --check True --resub True -#REDO ABOVE - -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/multiplexer_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv_nu10 --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --it 500000 --ps 2000 --nu 10 --ft True --ff True --c QRF --ta True --sr 500,1000,10000,100000,200000,500000 --check True --resub True -#REDO ABOVE - -#GAMETES DATA------------ -python run_exstracs_hpc.py --d /project/kamoun_shared/data_shared/heros_sim_data/gametes_data_cv --w /project/kamoun_shared/output_shared/heros_gecco_long --o gametes_cv --ekf /project/kamoun_shared/output_shared/heros_gecco/output/MultiSURF_gametes_cv --ol Class --il InstanceID --el Model --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 --it 500000 --ps 2000 --nu 1 --ft True --ff True --c QRF --ta True --sr 500,1000,10000,100000,200000,500000 --check True --resub True -#REDO ABOVE - - -#ExSTraCS SUMMARY AND FIGURES --------------------------------------------------------------------------------------------- -#MULTIPLEXER DATA------------ -python run_exstracs_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 -#REDO ABOVE - -python run_exstracs_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o multiplexer_cv_nu10 --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 -#REDO ABOVE - -#GAMETES DATA------------ -python run_exstracs_sum_hpc.py --w /project/kamoun_shared/output_shared/heros_gecco_long --o gametes_cv --ol Class --il InstanceID --el Group --rc LSF --rm 4 --q i2c2_normal --cv 10 --r 20 -#REDO ABOVE - - diff --git a/evaluation/experiments/run_heros_sum_hpc.py b/evaluation/experiments/run_heros_sum_hpc.py deleted file mode 100644 index b3f8ae9..0000000 --- a/evaluation/experiments/run_heros_sum_hpc.py +++ /dev/null @@ -1,118 +0,0 @@ -import sys -import os -import pandas as pd -import matplotlib.pyplot as plt -import numpy as np -import seaborn as sns -import scipy.stats as scs -import random -from sklearn.preprocessing import StandardScaler -from sklearn.experimental import enable_iterative_imputer -from sklearn.impute import IterativeImputer -import csv -import time -import argparse - -" HEROS Run " - -def main(argv): - #ARGUMENTS:------------------------------------------------------------------------------------ - parser = argparse.ArgumentParser(description='') - #Script Parameters - parser.add_argument('--w', dest='writepath', help='path to folder where all outputs from jobs/scripts will be saved', type=str, default = 'mypath/myWritePath') - parser.add_argument('--o', dest='outputfolder', help='unique folder name for this analysis', type=str, default = 'myAnalysis') - #Dataset Parameters - parser.add_argument('--ol', dest='outcome_label', help='outcome label (i.e. class label)', type=str, default = 'Class') - parser.add_argument('--il', dest='instanceID_label', help='label of instance ID column (if present)', type=str, default = 'InstanceID') - parser.add_argument('--el', dest='excluded_column', help='label of another column to drop (if present)', type=str, default = 'Group') - #Experiment Parameters - parser.add_argument('--cv', dest='cv_partitions', help='number of cv partitions', type=int, default = 10) - parser.add_argument('--r', dest='random_seeds', help='number of random seeds to run', type=int, default= 30) - #HPC parameters - parser.add_argument('--rc', dest='run_cluster', help='cluster type', type=str, default='LSF') - parser.add_argument('--rm', dest='reserved_memory', help='reserved memory for job', type=int, default= 4) - parser.add_argument('--q', dest='queue', help='cluster queue name', type=str, default= 'i2c2_normal') - #---------------------------------------------------------------------------------------------- - options=parser.parse_args(argv[1:]) - #Script Parameters - writepath = options.writepath - outputfolder = options.outputfolder - #Dataset Parameters - outcome_label = options.outcome_label - instanceID_label = options.instanceID_label - excluded_column = options.excluded_column - #Experiment Parameters - cv_partitions = options.cv_partitions - random_seeds = options.random_seeds - #HPC parameters - run_cluster = options.run_cluster - reserved_memory = options.reserved_memory - queue = options.queue - - algorithm = 'HEROS' - - #Folder Management------------------------------ - #Main Write Path----------------- - if not os.path.exists(writepath): - os.mkdir(writepath) - #Output Path-------------------- - base_output_path_0 = writepath+'/output/' - if not os.path.exists(base_output_path_0): - os.mkdir(base_output_path_0) - #Scratch Path-------------------- - scratchPath = writepath+'/scratch' - if not os.path.exists(scratchPath): - os.mkdir(scratchPath) - #LogFile Path-------------------- - logPath = writepath+'/logs' - if not os.path.exists(logPath): - os.mkdir(logPath) - base_output_path_0 = base_output_path_0+algorithm+'_'+outputfolder - if not os.path.exists(base_output_path_0): - os.mkdir(base_output_path_0) - - # Experiment loop to submit jobs (datasets, random seeds, cv partitions) - if run_cluster == 'LSF': - submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder) - elif run_cluster == 'SLURM': - submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder) - else: - print('ERROR: Cluster type not found') - print(str(1)+' jobs submitted successfully') - -#UPenn Cluster -def submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder): - job_ref = str(time.time()) - job_name = 'HEROS_summary_'+outputfolder+'_'+job_ref - job_path = scratchPath+'/'+job_name+ '_run.sh' - sh_file = open(job_path, 'w') - sh_file.write('#!/bin/bash\n') - sh_file.write('#BSUB -q ' + queue + '\n') - sh_file.write('#BSUB -J ' + job_name + '\n') - sh_file.write('#BSUB -R "rusage[mem=' + str(reserved_memory) + 'G]"' + '\n') - sh_file.write('#BSUB -M ' + str(reserved_memory) + 'GB' + '\n') - sh_file.write('#BSUB -o ' + logPath+'/'+job_name + '.o\n') - sh_file.write('#BSUB -e ' + logPath+'/'+job_name + '.e\n') - sh_file.write('python job_heros_sum_hpc.py'+' --o '+str(base_output_path_0)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --cv '+str(cv_partitions)+' --r '+str(random_seeds)+'\n') - sh_file.close() - os.system('bsub < ' + job_path) - -#Cedars Cluster -def submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder): - job_ref = str(time.time()) - job_name = 'HEROS_summary_'+outputfolder+'_'+job_ref - job_path = scratchPath+'/'+job_name+ '_run.sh' - sh_file = open(job_path, 'w') - sh_file.write('#!/bin/bash\n') - sh_file.write('#SBATCH -p ' + queue + '\n') - sh_file.write('#SBATCH --job-name=' + job_name + '\n') - sh_file.write('#SBATCH --mem=' + str(reserved_memory) + 'G' + '\n') - # sh_file.write('#BSUB -M '+str(maximum_memory)+'GB'+'\n') - sh_file.write('#SBATCH -o ' + logPath+'/'+job_name + '.o\n') - sh_file.write('#SBATCH -e ' + logPath+'/'+job_name + '.e\n') - sh_file.write('srun python job_heros_sum_hpc.py'+' --o '+str(base_output_path_0)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --cv '+str(cv_partitions)+' --r '+str(random_seeds)+'\n') - sh_file.close() - os.system('sbatch ' + job_path) - -if __name__=="__main__": - sys.exit(main(sys.argv)) \ No newline at end of file diff --git a/evaluation/experiments/run_heros_table_hpc.py b/evaluation/experiments/run_heros_table_hpc.py deleted file mode 100644 index 0c39d0c..0000000 --- a/evaluation/experiments/run_heros_table_hpc.py +++ /dev/null @@ -1,115 +0,0 @@ -import sys -import os -import pandas as pd -import matplotlib.pyplot as plt -import numpy as np -import seaborn as sns -import scipy.stats as scs -import random -from sklearn.preprocessing import StandardScaler -from sklearn.experimental import enable_iterative_imputer -from sklearn.impute import IterativeImputer -import csv -import time -import argparse - -" HEROS Run " - -def main(argv): - #ARGUMENTS:------------------------------------------------------------------------------------ - parser = argparse.ArgumentParser(description='') - #Script Parameters - parser.add_argument('--w', dest='writepath', help='path to folder where all outputs from jobs/scripts will be saved', type=str, default = 'mypath/myWritePath') - parser.add_argument('--o', dest='outputfolder', help='unique folder name for this analysis', type=str, default = 'myAnalysis') - #Dataset Parameters - parser.add_argument('--ol', dest='outcome_label', help='outcome label (i.e. class label)', type=str, default = 'Class') - parser.add_argument('--il', dest='instanceID_label', help='label of instance ID column (if present)', type=str, default = 'InstanceID') - parser.add_argument('--el', dest='excluded_column', help='label of another column to drop (if present)', type=str, default = 'Group') - #Experiment Parameters - parser.add_argument('--cv', dest='cv_partitions', help='number of cv partitions', type=int, default = 10) - parser.add_argument('--r', dest='random_seeds', help='number of random seeds to run', type=int, default= 30) - #HPC parameters - parser.add_argument('--rc', dest='run_cluster', help='cluster type', type=str, default='LSF') - parser.add_argument('--rm', dest='reserved_memory', help='reserved memory for job', type=int, default= 4) - parser.add_argument('--q', dest='queue', help='cluster queue name', type=str, default= 'i2c2_normal') - #---------------------------------------------------------------------------------------------- - options=parser.parse_args(argv[1:]) - #Script Parameters - writepath = options.writepath - outputfolder = options.outputfolder - #Dataset Parameters - outcome_label = options.outcome_label - instanceID_label = options.instanceID_label - excluded_column = options.excluded_column - #Experiment Parameters - cv_partitions = options.cv_partitions - random_seeds = options.random_seeds - #HPC parameters - run_cluster = options.run_cluster - reserved_memory = options.reserved_memory - queue = options.queue - - algorithm = 'HEROS' - - #Folder Management------------------------------ - #Main Write Path----------------- - if not os.path.exists(writepath): - os.mkdir(writepath) - #Output Path-------------------- - base_output_path_0 = writepath+'/'+outputfolder - if not os.path.exists(base_output_path_0): - os.mkdir(base_output_path_0) - #Scratch Path-------------------- - scratchPath = writepath+'/scratch' - if not os.path.exists(scratchPath): - os.mkdir(scratchPath) - #LogFile Path-------------------- - logPath = writepath+'/logs' - if not os.path.exists(logPath): - os.mkdir(logPath) - - # Experiment loop to submit jobs (datasets, random seeds, cv partitions) - if run_cluster == 'LSF': - submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder) - elif run_cluster == 'SLURM': - submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder) - else: - print('ERROR: Cluster type not found') - print(str(1)+' jobs submitted successfully') - -#UPenn Cluster -def submit_lsf_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder): - job_ref = str(time.time()) - job_name = 'HEROS_table_'+outputfolder+'_'+job_ref - job_path = scratchPath+'/'+job_name+ '_run.sh' - sh_file = open(job_path, 'w') - sh_file.write('#!/bin/bash\n') - sh_file.write('#BSUB -q ' + queue + '\n') - sh_file.write('#BSUB -J ' + job_name + '\n') - sh_file.write('#BSUB -R "rusage[mem=' + str(reserved_memory) + 'G]"' + '\n') - sh_file.write('#BSUB -M ' + str(reserved_memory) + 'GB' + '\n') - sh_file.write('#BSUB -o ' + logPath+'/'+job_name + '.o\n') - sh_file.write('#BSUB -e ' + logPath+'/'+job_name + '.e\n') - sh_file.write('python job_heros_table_hpc.py'+' --o '+str(base_output_path_0)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --cv '+str(cv_partitions)+' --r '+str(random_seeds)+'\n') - sh_file.close() - os.system('bsub < ' + job_path) - -#Cedars Cluster -def submit_slurm_cluster_job(scratchPath,logPath,reserved_memory,queue,base_output_path_0,outcome_label,instanceID_label,excluded_column,cv_partitions,random_seeds,outputfolder): - job_ref = str(time.time()) - job_name = 'HEROS_table_'+outputfolder+'_'+job_ref - job_path = scratchPath+'/'+job_name+ '_run.sh' - sh_file = open(job_path, 'w') - sh_file.write('#!/bin/bash\n') - sh_file.write('#SBATCH -p ' + queue + '\n') - sh_file.write('#SBATCH --job-name=' + job_name + '\n') - sh_file.write('#SBATCH --mem=' + str(reserved_memory) + 'G' + '\n') - # sh_file.write('#BSUB -M '+str(maximum_memory)+'GB'+'\n') - sh_file.write('#SBATCH -o ' + logPath+'/'+job_name + '.o\n') - sh_file.write('#SBATCH -e ' + logPath+'/'+job_name + '.e\n') - sh_file.write('srun python job_heros_table_hpc.py'+' --o '+str(base_output_path_0)+' --ol '+str(outcome_label) +' --il '+str(instanceID_label) +' --el '+str(excluded_column)+' --cv '+str(cv_partitions)+' --r '+str(random_seeds)+'\n') - sh_file.close() - os.system('sbatch ' + job_path) - -if __name__=="__main__": - sys.exit(main(sys.argv)) \ No newline at end of file diff --git a/evaluation/exstracs_comparison_version/scikit-ExSTraCS.zip b/evaluation/exstracs_comparison_version/scikit-ExSTraCS.zip deleted file mode 100644 index 1f7d2c7..0000000 Binary files a/evaluation/exstracs_comparison_version/scikit-ExSTraCS.zip and /dev/null differ diff --git a/images/HEROS_1.1_Paper_Schematic_New4.png b/images/HEROS_1.1_Paper_Schematic_New4.png new file mode 100644 index 0000000..839fcea Binary files /dev/null and b/images/HEROS_1.1_Paper_Schematic_New4.png differ diff --git a/pyproject.toml b/pyproject.toml index 144724f..06e8286 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,7 +34,16 @@ dependencies = [ "matplotlib", "seaborn", "scipy", +"collections", +"random", "skrebate==0.7", +"os", +"time", +"copy", +"math", +"ast", +"itertools", +"struct", "networkx"] [project.optional-dependencies] diff --git a/requirements.txt b/requirements.txt index 6dba59f..c451b5b 100644 Binary files a/requirements.txt and b/requirements.txt differ diff --git a/src/skheros/heros.py b/src/skheros/heros.py index 0dfe948..5b0612e 100644 --- a/src/skheros/heros.py +++ b/src/skheros/heros.py @@ -19,8 +19,10 @@ #import inspect #temporary testing class HEROS(BaseEstimator, TransformerMixin): - def __init__(self, outcome_type='class',iterations=100000,pop_size=1000,cross_prob=0.8,mut_prob=0.04,nu=1,beta=0.2,theta_sel=0.5,fitness_function='pareto', - subsumption='both',rsl=0,feat_track=None,model_iterations=500,model_pop_size=100, model_pop_init = 'target_acc', new_gen=1.0,merge_prob=0.1,rule_pop_init=None,compaction='sub',track_performance=0,model_tracking=False,stored_rule_iterations=None,stored_model_iterations=None,random_state=None,verbose=False): + def __init__(self,outcome_type='class',iterations=100000,pop_size=1000,cross_prob=0.8,mut_prob=0.04,nu=1,beta=0.2,theta_sel=0.5,fitness_function='pareto', + subsumption='both',rsl=0,feat_track=None,model_iterations=500,model_pop_size=100, model_pop_init = 'target_acc', new_gen=1.0,merge_prob=0.1, + rule_pop_init=None,compaction='sub',track_performance=0,model_tracking=False,stored_rule_iterations=None,stored_model_iterations=None,random_state=None, + verbose=False,alternate=5,alternate_mode='equal',feedback=False): """ A Scikit-Learn compatible implementation of the 'Heuristic Evolutionary Rule Optimization System' (HEROS) Algorithm. .. @@ -50,7 +52,10 @@ def __init__(self, outcome_type='class',iterations=100000,pop_size=1000,cross_pr :param stored_model_iterations: specifies iterations where a copy of the model population is stored (Must be positive integers separated by commas or None) :param random_state: the seed value needed to generate a random number :param verbose: Boolean flag to run in 'verbose' mode - display run details - :param init: model population initialization method + :param alternate: Number of phase alternations between Phase I and Phase II (must be int >= 0) + :param alternate_mode: Experimental parameter to specify the method for determining when to alternate between Phase I and Phase II (must be 'limit', 'converge', 'equal', or None) + :param feedback: TBD + """ # Basic run parameter checks if not outcome_type == 'class' and not outcome_type == 'quant': @@ -103,7 +108,7 @@ def __init__(self, outcome_type='class',iterations=100000,pop_size=1000,cross_pr if not self.check_is_float(merge_prob) or merge_prob < 0 or merge_prob > 1: raise Exception("'merge_prob' param must be float from 0 - 1") - if not rule_pop_init == 'load' and not rule_pop_init == 'dt' and not rule_pop_init is None and not rule_pop_init == 'None': + if not rule_pop_init == 'load' and not rule_pop_init == 'dt' and not rule_pop_init == 'dt_verbose' and not rule_pop_init == 'dt_bstrap' and not rule_pop_init is None and not rule_pop_init == 'None': raise Exception("'rule_pop_init' param must be 'load', 'dt', or None") if not compaction == 'sub' and not compaction is None and not compaction == 'None': @@ -128,6 +133,12 @@ def __init__(self, outcome_type='class',iterations=100000,pop_size=1000,cross_pr verbose = False if not self.check_is_bool(verbose): raise Exception("'verbose' param must be a boolean, i.e. True or False") + + if not self.check_is_int(alternate) or alternate < 0: + raise Exception("'alternate' param must be a non-negative integer") + + if not alternate_mode == 'limit' and not alternate_mode == 'converge' and not alternate_mode == 'equal' and not alternate_mode is None and not alternate_mode == 'None': + raise Exception("'alternate_mode' param must be 'limit', 'converge', 'equal', or None") #Initialize global variables self.outcome_type = str(outcome_type) @@ -172,7 +183,21 @@ def __init__(self, outcome_type='class',iterations=100000,pop_size=1000,cross_pr self.verbose = verbose self.use_ek = False #internal parameter - set to False by default, but switched to true of ek scores passed to fit() self.y_encoding = None + + #New Parameters + self.alternate = int(alternate) + self.alternate = alternate + self.alternate_mode = alternate_mode + self.curr_alt = 0 #internal parameter to track current number of alternations between Phase I and Phase II + + #Experimental Parameters #self.top_models = [] #for tracking model performance increase over iterations !!!!!!!!!!!!!!!!!!!!!!!!!!!!!! + self.feedback = feedback + self.training_weights = [] + self.phase_one_limit = 5000 + self.phase_one_ratio = 0 + self.phase_two_convergence = 5 + self.phase_two_limit = 100 @staticmethod def check_is_int(num): @@ -308,9 +333,7 @@ def fit(self, X, y, row_id=None, cat_feat_indexes=None, pop_df=None, ek=None): # Data Preparation X, y, row_id, cat_feat_indexes, pop_df, ek = self.check_inputs(X, y, row_id, cat_feat_indexes, pop_df, ek) #check loaded data self.env = DATA_MANAGE(X, y, row_id, cat_feat_indexes, ek, self) #initialize the data environment; data formatting, summary statistics, and expert knowledge preparation - # Memory Cleanup - X = None - y = None + # Initialize Objects self.iteration = 0 self.rule_population = RULE_POP() # Initialize rule sets @@ -328,65 +351,179 @@ def fit(self, X, y, row_id=None, cat_feat_indexes=None, pop_df=None, ek=None): self.tracking = RULE_TRACK(self) # Initialize Rule Population (if specified) + verbose_debug_tree_init = False #DEBUG FLAG if self.rule_pop_init == 'load': # Initialize rule population based on loaded rule population self.rule_population.load_rule_population(pop_df,self,random,np) - elif self.rule_pop_init == 'dt': # Train and utilize decision tree models to initialize rule population (based on individual tree 'branches') - print("Not yet implemented.") - pass + elif self.rule_pop_init == 'dt': + self.rule_population.tree_init_population(X,y,self,random,np,verbose_debug_tree_init) + print('PopSize After Tree Initialization ' +str(len(self.rule_population.pop_set))) #DEBUG + print('Micro PopSize After Tree Initialization ' +str(self.rule_population.micro_pop_count)) #DEBUG + elif self.rule_pop_init == 'dt_bstrap': + self.rule_population.tree_init_population(X,y,self,random,np,verbose_debug_tree_init, bstrap=True) + print('PopSize After Tree Initialization ' +str(len(self.rule_population.pop_set))) #DEBUG + print('Micro PopSize After Tree Initialization ' +str(self.rule_population.micro_pop_count)) #DEBUG else: # No rule population initialization other than standard LCS-algorithm-style 'covering' mechanism. pass + + # Clean/Compact Initialized Population + if len(self.rule_population.pop_set) > 1: + self.timer.compaction_time_start() + compact = COMPACT(self) + self.sufficient_rule_pop_remain = True + self.sufficient_rule_pop_remain = compact.basic_rule_cleaning(self) + if self.compaction == 'sub' and self.sufficient_rule_pop_remain: + self.sufficient_rule_pop_remain = compact.subsumption_compation(self) + compact.clear_pop_copy() + self.timer.compaction_time_stop() + + # Archive tree-intialized rule population for external examination + if self.rule_pop_init == 'dt' or self.rule_pop_init == 'dt_bstrap': + self.rule_population.archive_rule_pop(0) + + # Memory Cleanup + X = None + y = None self.timer.init_time_stop() #initialization time tracking - # RUN RULE-LEARNING TRAINING ITERATIONS ************************************************************** - while self.iteration < self.iterations: + print("HEROS Evolution Beginning!") + + #CODE TO RUN PHASE I ONLY ---------------------------------------------------- + if self.model_iterations > 1: #Apply Phase II + # Initialize model population and + self.model_population = MODEL_POP() # Initialize rule sets + self.model_iteration = 0 + else: + print("Running HEROS with Phase I only (no model iterations).") + while self.iterations - self.iteration > 0: + self.phase_one() + print("HEROS (Phase 1) run complete!") + print("Random Seed Check - End: "+ str(random.random())) + return self + #----------------------------------------------------------------------------- + + while (self.iterations - self.iteration > 0) and (self.model_iterations - self.model_iteration > 1): + self.phase_one() + self.tracking.alternations.append(self.iteration) + + if self.model_iteration == 0: + self.model_population.initialize_model_population( + self, random, self.model_pop_init + ) + + self.phase_two() + self.model_population.model_alterations.append(self.model_iteration) + self.curr_alt += 1 + + while self.iterations - self.iteration > 0: + self.phase_one() + + # 3) Drain *all but one* of the remaining Phase II calls + while (self.model_iterations - self.model_iteration > 0): + self.phase_two() + + + #self.env.clear_data_from_memory() + return self + + + + def phase_one(self): + + # CONVERGENCE ON NON-NEW DISCOVERY?? CHECKING WITH ARCHIVE + phase_one_stop = True + i = 0 + improvement = 0 + """ (HEROS PHASE 1) RUN RULE-LEARNING TRAINING ITERATIONS""" + while phase_one_stop: # Get current training instance - instance = self.env.get_instance() + if i % 2 == 0 or self.model_iteration == 0 or self.feedback == False: + instance = self.env.get_instance() + else: + instance = self.env.get_weighted_instance(self) #print('Iteration: '+str(self.iteration)+' RulePopSize: '+str(len(self.rule_population.pop_set))) # Run a single training iteration focused on the current training instance #print(instance) - self.run_iteration(instance) + + if self.run_iteration(instance) == 1: + improvement += 1 + else: + improvement = 0 + + + #if self.iteration == 5: + # x = 5/0 + + # Increment iteration and training instance + self.iteration += 1 + self.env.next_instance() + i += 1 + + ## SWITCH EVALUATION AND STOP CRITERIA AND ADD COMPACTION IN BETWEEN + + ### STOP CRITERIA CHECK + if self.alternate_mode == "limit": #EXPERIMENTAL + if i >= self.phase_one_limit or self.iteration >= self.iterations: + phase_one_stop = False + elif self.alternate_mode == "converge": #EXPERIMENTAL: PHASE I CONVERGENCE + # IMPLEMENT + + # IDEAS: + # CHECK AT EACH ITERATION IF OFFSPRING RULE IMPROVES MATCH SET PARETO FRONT + if improvement >= 250 or self.iteration >= self.iterations: + phase_one_stop = False + elif self.alternate_mode == "equal": #EQUAL DISTRIBUTION OF RESOURCES ACROSS AMOUNT OF ALTERNATION + if i >= self.iterations / self.alternate: + phase_one_stop = False + else: #DEFAULT SEQUENTIAL HEROS + if i >= self.iterations: + phase_one_stop = False + + if phase_one_stop == False: + # RULE COMPACTION ********************************************* + self.timer.compaction_time_start() + compact = COMPACT(self) + self.sufficient_rule_pop_remain = True + self.sufficient_rule_pop_remain = compact.basic_rule_cleaning(self) + if self.compaction == 'sub' and self.sufficient_rule_pop_remain: + self.sufficient_rule_pop_remain = compact.subsumption_compation(self) + compact.clear_pop_copy() + self.timer.compaction_time_stop() + + # Evaluation tracking *************************************************** if self.track_performance > 0: - if (self.iteration + 1) % self.track_performance == 0: - self.tracking.update_performance_tracking(self.iteration,self) + if (self.iteration) % self.track_performance == 0: + self.tracking.update_performance_tracking(self.iteration - 1,self) if self.verbose: self.tracking.print_tracking_entry() #Pause learning to conduct a complete evaluation of the current rule population - if self.stored_rule_iterations != None and (self.iteration + 1) in self.stored_rule_iterations: + if self.stored_rule_iterations != None and (self.iteration) in self.stored_rule_iterations: #Archive current rule population if self.verbose: - print('Archiving: '+str(self.iteration+1)) - self.rule_population.archive_rule_pop(self.iteration+1) - self.timer.archive_rule_pop(self.iteration+1) - # Increment iteration and training instance - self.iteration += 1 - self.env.next_instance() + print('Archiving: '+str(self.iteration)) + self.rule_population.archive_rule_pop(self.iteration) + self.timer.archive_rule_pop(self.iteration) + + - # RULE COMPACTION ********************************************* - self.timer.compaction_time_start() - compact = COMPACT(self) - sufficient_rule_pop_remain = True - sufficient_rule_pop_remain = compact.basic_rule_cleaning(self) - if self.compaction == 'sub' and sufficient_rule_pop_remain: - sufficient_rule_pop_remain = compact.subsumption_compation(self) - compact.clear_pop_copy() - self.timer.compaction_time_stop() - - # BATCH FEATURE TRACKING ************************************** + ### THIS SHOULD HAPPEN AT THE VERY END OF LAST PHASE I RUN # BATCH FEATURE TRACKING ************************************** if self.feat_track == 'end': self.FT.batch_calculate_ft_scores(self) self.timer.phase1_time_stop() if self.verbose: print("HEROS (Phase 1) run complete!") print("Number of Unique Rules Identified: "+str(len(self.rule_population.explored_rules))) + print("Number of Iterations Used:" + str(i)) #print(self.rule_population.explored_rules) + self.phase_one_ratio = float(i/self.iterations) + - # (HEROS PHASE 2) RUN RULE-SET-LEARNING TRAINING ITERATIONS ******************************************************************** + def phase_two(self): + """(HEROS PHASE 2) RUN RULE-SET-LEARNING TRAINING ITERATIONS """ self.timer.phase2_time_start() + phase_two_stop = True + if self.model_iterations > 1: #Apply Phase II - # Initialize model population and - self.model_population = MODEL_POP() # Initialize rule sets - self.model_iteration = 0 - if not sufficient_rule_pop_remain: #abort Phase II and use Phase I rule population as final phase II model. + if not self.sufficient_rule_pop_remain: #abort Phase II and use Phase I rule population as final phase II model. self.model_population.skip_phase2(self) self.model_population.get_target_model(0) #the 'model' object with the best accuracy, then coverage, then lowest rule count (assumes prior sorting) self.timer.phase2_time_stop() @@ -396,9 +533,12 @@ def fit(self, X, y, row_id=None, cat_feat_indexes=None, pop_df=None, ek=None): print("Random Seed Check - End: "+ str(random.random())) else: #Run Phase 2 normally - self.model_population.initialize_model_population(self,random,self.model_pop_init) + models_prev = [] + models = [] + iter = 0 + count = 0 # RUN MODEL-LEARNING TRAINING ITERATIONS ************************************************************** - while self.model_iteration < self.model_iterations: + while phase_two_stop: #Apply NSGAII-like fast non dominated sorting of models into ranked fronts of models fronts = self.model_population.fast_non_dominated_sort(self) #Calculate crowding distances @@ -437,7 +577,35 @@ def fit(self, X, y, row_id=None, cat_feat_indexes=None, pop_df=None, ek=None): self.timer.archive_model_pop(self.model_iteration+1) #Next Iteration self.model_iteration += 1 - #Sort the model population first by accuracy and then by number of rules in model. + #Sort the model population first by accuracy and then by number of rules in model. + self.model_population.sort_model_pop() + self.model_population.identify_models_on_front() #For evaluating all models on the front. + models = set(filter(lambda m: m.model_on_front == 1,self.model_population.pop_set)) + if models == models_prev: + iter += 1 + else: + iter = 0 + #print(iter) + count += 1 + models_prev = models + + + # STOP CRITERIA CHECK + if self.alternate_mode == "limit": #EXPERIMENTAL + if not (iter < self.phase_two_convergence and count < self.phase_two_limit and self.model_iteration < self.model_iterations - 1): + phase_two_stop = False + elif self.alternate_mode == "converge": #EXPERIMENTAL: PHASE I CONVERGENCE + ## IMPLEMENT BASED ON PHASE I CONVERGENCE + if count >= int(self.model_iterations * self.phase_one_ratio) or self.model_iteration >= self.model_iterations - 1: + phase_two_stop = False + elif self.alternate_mode == "equal": #EQUAL DISTRIBUTION OF RESOURCES ACROSS AMOUNT OF ALTERNATION (New as of 2026 GECCO Paper) + if count >= self.model_iterations / self.alternate: + phase_two_stop = False + else: #DEFAULT SEQUENTIAL HEROS (2025 GECCO Paper) + if self.model_iteration >= self.model_iterations: + phase_two_stop = False + + self.model_population.sort_model_pop() self.model_population.identify_models_on_front() #For evaluating all models on the front. self.model_population.get_target_model(0) #the 'model' object with the best accuracy, then coverage, then lowest rule count (assumes prior sorting) @@ -447,9 +615,24 @@ def fit(self, X, y, row_id=None, cat_feat_indexes=None, pop_df=None, ek=None): print("HEROS (Phase 2) run complete!") #print("Number of Unique Models Identified: "+str(len(self.model_population.explored_models))) print("Random Seed Check - End: "+ str(random.random())) - - #self.env.clear_data_from_memory() - return self + instance_weights = [0 for instance in self.env.train_data[0]] + + for i in range(len(self.env.train_data)): + for model in models: + instance = self.env.train_data[0][i] + self.model_population.get_target_model(self.model_population.pop_set.index(model)) + self.model_population.make_eval_match_set(instance,self) + prediction = MODEL_PREDICTION(self, self.model_population,random) + outcome_prediction = prediction.get_prediction() + if prediction.covered == False: + instance_weights[i] += 1 + else: + if outcome_prediction == self.env.train_data[1][i]: + instance_weights[i] -= 1 + else: + instance_weights[i] += 1 + normalized_weights = [((weight + len(models))/(2 * len(models))) for weight in instance_weights] + self.training_weights = normalized_weights def run_iteration(self,instance): # Make 'Match Set', {M} @@ -492,7 +675,16 @@ def run_iteration(self,instance): self.timer.feature_track_time_stop() # Apply Genetic Algorithm To Generate Offspring Rules - self.rule_population.genetic_algorithm(instance,self,random,np) + new_rules = self.rule_population.genetic_algorithm(instance,self,random,np) + + result = None + + #if self.alternate_mode == "converge": + # if self.offspring_improves(new_rules): + # result = 0 + # else: + # result = 1 + # Apply Rule Deletion self.rule_population.deletion(self,random) @@ -500,8 +692,20 @@ def run_iteration(self,instance): #Clear Match and Correct Sets self.rule_population.clear_sets() + return result + + def offspring_improves(self, offspring_list): + best_idx = max(self.rule_population.match_set, key=lambda r: self.rule_population.pop_set[r].fitness) + best_fitness = self.rule_population.pop_set[best_idx].fitness + for offspring in offspring_list: + if offspring.fitness > best_fitness: + return True + return False + + + - def predict_explanation(self, x, feature_names, whole_rule_pop=False, target_model=0): + def predict_explanation(self, x, feature_names, whole_rule_pop=False, target_model=0, verbose=True): """ Applies model to predict a single instance outcome with full explanation of prediction. """ # Data point checks ************************ for value in x: @@ -518,6 +722,7 @@ def predict_explanation(self, x, feature_names, whole_rule_pop=False, target_mod outcome_proba = prediction.get_prediction_proba_dictionary() outcome_coverage = prediction.get_if_covered() match_set = self.rule_population.match_set + rule_source = self.rule_population.pop_set self.rule_population.clear_sets() else: self.model_population.get_target_model(target_model) @@ -528,47 +733,139 @@ def predict_explanation(self, x, feature_names, whole_rule_pop=False, target_mod outcome_proba = prediction.get_prediction_proba_dictionary() outcome_coverage = prediction.get_if_covered() match_set = self.model_population.match_set + rule_source = self.model_population.target_rule_set self.model_population.clear_sets() # Technical Report of Matching Rules ------------------------------------------ - print("PREDICTION REPORT ------------------------------------------------------------------") - print("Outcome Prediction: "+str(outcome_prediction)) - print("Model Prediction Probabilities: "+ str(outcome_proba)) - if outcome_coverage == 0: - print("Instance Covered by Model: No") - else: - print("Instance Covered by Model: Yes") - print("Number of Matching Rules: "+str(len(match_set))) - # TECHNICAL RULE REPORT - #for rule_index in match_set: - # self.model_population.target_rule_set[rule_index].display_key_rule_info() - print("PREDICTION EXPLANATION -------------------------------------------------------------") - if prediction.majority_class_selection_made: - print("Majority class selected since there is probability tie among matching rules, but there is a training majority class") - if prediction.random_selection_made: - print("Random class selected since there is probability tie among matching rules, but no training majority class") + if verbose: + print("PREDICTION REPORT ------------------------------------------------------------------") + print("Outcome Prediction: "+str(outcome_prediction)) + print("Model Prediction Probabilities: "+ str(outcome_proba)) + if outcome_coverage == 0: + print("Instance Covered by Model: No") + else: + print("Instance Covered by Model: Yes") + print("Number of Matching Rules: "+str(len(match_set))) + # TECHNICAL RULE REPORT + #for rule_index in match_set: + # self.model_population.target_rule_set[rule_index].display_key_rule_info() + print("PREDICTION EXPLANATION -------------------------------------------------------------") + if prediction.majority_class_selection_made: + print("Majority class selected since there is probability tie among matching rules, but there is a training majority class") + if prediction.random_selection_made: + print("Random class selected since there is probability tie among matching rules, but no training majority class") if len(match_set) > 0: # Sort match set for intuitive ordering - match_set = sorted(match_set, key=lambda i: (self.model_population.target_rule_set[i].numerosity, self.model_population.target_rule_set[i].correct_cover), reverse=True) + match_set = sorted(match_set, key=lambda i: (rule_source[i].numerosity, rule_source[i].correct_cover), reverse=True) # Give explanations for matching rules - print("Supporting Rules: --------------------") + if verbose: + print("Supporting Rules: --------------------") for rule_index in match_set: - if str(self.model_population.target_rule_set[rule_index].action) == str(prediction.prediction): - self.model_population.target_rule_set[rule_index].translate_rule(feature_names,self) - print("Contradictory Rules: -----------------") + if str(rule_source[rule_index].action) == str(prediction.prediction): + if verbose: + rule_source[rule_index].translate_rule(feature_names,self) + if verbose: + print("Contradictory Rules: -----------------") counter = 0 for rule_index in match_set: - if str(self.model_population.target_rule_set[rule_index].action) != str(prediction.prediction): - self.model_population.target_rule_set[rule_index].translate_rule(feature_names,self) + if str(rule_source[rule_index].action) != str(prediction.prediction): + if verbose: + rule_source[rule_index].translate_rule(feature_names,self) counter += 1 - if counter == 0: + if counter == 0 and verbose: print("No contradictory rules matched.") else: # No matching rules - if prediction.random_selection_made: - print("Random class selected since there are no matching rules and no training majority class") + if verbose: + if prediction.random_selection_made: + print("Random class selected since there are no matching rules and no training majority class") + else: + print("Majority class selected since there are no matching rules, but there is a training majority class") + + # Build and return structured explanation for programmatic use + features_view = [ + { + "feature_index": idx, + "feature_name": feature_names[idx], + "value": x[idx] + } + for idx in range(len(x)) + ] + + supporting_rules = [] + contradictory_rules = [] + per_rule_contributions = [] + for rule_index in match_set: + rule_obj = rule_source[rule_index] + rule_dict = rule_obj.to_explanation_dict(feature_names, self) + # compute this rule's weighted vote contribution (classification only) + vote_contrib = {} + if hasattr(rule_obj, 'instance_outcome_prop') and isinstance(outcome_proba, dict): + for cls, prob in rule_obj.instance_outcome_prop.items(): + vote_contrib[cls] = prob * rule_obj.numerosity + rule_dict["vote_contribution"] = vote_contrib + rule_dict["selected_action_matches_prediction"] = (str(rule_obj.action) == str(outcome_prediction)) + if str(rule_obj.action) == str(outcome_prediction): + supporting_rules.append(rule_dict) else: - print("Majority class selected since there are no matching rules, but there is a training majority class") - + contradictory_rules.append(rule_dict) + per_rule_contributions.append({ + "rule_id": getattr(rule_obj, "ID", None), + "numerosity": rule_obj.numerosity, + "action": rule_obj.action, + "vote_contribution": vote_contrib + }) + + selection_reason = None + if prediction.majority_class_selection_made and len(match_set) > 0: + selection_reason = "tie_break_by_training_majority" + elif prediction.random_selection_made and len(match_set) > 0: + selection_reason = "tie_break_random" + elif prediction.random_selection_made and len(match_set) == 0: + selection_reason = "no_matching_rules_random" + elif not prediction.random_selection_made and not prediction.majority_class_selection_made and len(match_set) == 0: + selection_reason = "no_matching_rules_training_majority" + + structured = { + "outcome_prediction": outcome_prediction, + "prediction_probabilities": outcome_proba, + "covered": bool(outcome_coverage), + "num_matching_rules": len(match_set), + "whole_rule_population": bool(whole_rule_pop), + "target_model_index": int(target_model) if not whole_rule_pop else None, + "selection_reason": selection_reason, + "algorithm": { + "outcome_type": self.outcome_type, + "classes": list(self.env.classes) if hasattr(self.env, 'classes') else None, + "voting_scheme": "whole_population" if whole_rule_pop else "top_model_rule_set", + "numerosity_sum": getattr(prediction, 'numerosity_sum', None), + "tie_breaking": { + "majority_class": bool(getattr(prediction, 'majority_class_selection_made', False)), + "random": bool(getattr(prediction, 'random_selection_made', False)) + } + }, + "features": features_view, + "supporting_rules": supporting_rules, + "contradictory_rules": contradictory_rules, + "per_rule_contributions": per_rule_contributions, + "match_set_rule_ids": [getattr(rule_source[i], 'ID', None) for i in match_set] + } + + # A short narrative for user-facing explanation layers + try: + num_support = len(supporting_rules) + num_contra = len(contradictory_rules) + coverage_text = "covered" if structured["covered"] else "not covered" + tie_text = " with tie broken by training majority" if structured["algorithm"]["tie_breaking"]["majority_class"] else (" with random tie-break" if structured["algorithm"]["tie_breaking"]["random"] else "") + narrative = ( + "Instance is "+coverage_text+" by "+str(structured["num_matching_rules"]) + + " rule(s); " + str(num_support) + " support the predicted class '"+str(outcome_prediction)+"' and " + + str(num_contra) + " contradict. Prediction made via " + structured["algorithm"]["voting_scheme"] + tie_text + "." + ) + structured["narrative"] = narrative + except Exception: + structured["narrative"] = None + + return structured def predict(self, X, whole_rule_pop=False, target_model=0, rule_pop_iter=None, model_pop_iter=None): """Scikit-learn required: Apply trained model to predict outcomes of instances. @@ -786,7 +1083,7 @@ def predict_covered(self, X, whole_rule_pop=False, target_model=0, rule_pop_iter def get_pop(self): """ Return a dataframe of the rule population. """ self.rule_population.order_all_rule_conditions() - pop_df = self.rule_population.export_rule_population() + pop_df = self.rule_population.export_rule_population(self.rsl) return pop_df def get_ft(self,feature_names): diff --git a/src/skheros/methods/data_mange.py b/src/skheros/methods/data_mange.py index 14fe4d5..0de8a0d 100644 --- a/src/skheros/methods/data_mange.py +++ b/src/skheros/methods/data_mange.py @@ -1,5 +1,6 @@ import math import numpy as np +import random class DATA_MANAGE: def __init__(self, X, y, row_id, cat_feat_indexes, ek, heros): @@ -208,6 +209,11 @@ def reset_instance(self): self.instance_state = self.train_data[0][self.instance_index] self.outcome_state = self.train_data[1][self.instance_index] + def get_weighted_instance(self,heros): + instance_index = random.choices(list(range(self.num_instances)), weights = heros.training_weights)[0] + instance_state = self.train_data[0][instance_index] + outcome_state = self.train_data[1][instance_index] + return (instance_state, outcome_state) def report_data(self, heros): print("Data Manage Summary: ------------------------------------------------") diff --git a/src/skheros/methods/model_population.py b/src/skheros/methods/model_population.py index 1de97c6..9f193f5 100644 --- a/src/skheros/methods/model_population.py +++ b/src/skheros/methods/model_population.py @@ -26,6 +26,7 @@ def __init__(self): "Coverage", "Rules in Model", "Total Time"] + self.model_alterations = [] # Archiving ---------------------------- self.pop_set_archive = {} self.pop_set_hold = None @@ -51,7 +52,8 @@ def print_tracking_entry(self): """ Prints the tracking information for the current training iteration. """ self.tracking_entry = [round(num,3) for num in self.tracking_entry] report_df = pd.DataFrame([self.tracking_entry], columns=self.tracking_header,index=None) - print(report_df) + print(report_df.to_string(index=False)) + #print(report_df) def get_performance_tracking_df(self): """ Returns performance tracking over all training iterations as a dataframe. """ @@ -85,6 +87,7 @@ def restore_model_pop(self): def make_eval_match_set(self,instance_state,heros): """ Makes a match set {M} given an instance state. Used by predict function.""" + self.match_set = [] for i in range(len(self.target_rule_set)): rule = self.target_rule_set[i] if rule.match(instance_state,heros): @@ -96,6 +99,7 @@ def sort_match_set(self): def make_eval_correct_set(self,outcome_state,heros): """ Makes a correct set {C} given an instance outcome and {M}. Used by model feature tracking.""" + self.correct_set = [] for i in range(len(self.match_set)): rule_index = self.match_set[i] if heros.outcome_type == 'class': @@ -510,25 +514,40 @@ def model_deletion(self,heros,fronts,crowding_distances): self.pop_set = new_pop_set - def export_model_population(self): - """ Prepares and exports a dataframe capturing the rule population. """ - pop_list = [] - column_names = ['Rule IDs', - 'Number of Rules', - 'Accuracy', - 'Coverage', - 'Birth Iteration', - 'Model on Front'] - for model in self.pop_set: - model_list = [str(model.rule_IDs), - len(model.rule_set), - model.accuracy, - model.coverage, - model.birth_iteration, - model.model_on_front] - pop_list.append(model_list) - pop_df = pd.DataFrame(pop_list, columns = column_names) - return pop_df + def export_model_population(self, model_pop_iter=None): + """ Prepares and exports a dataframe capturing the rule population at a given iteration (defualt live population). """ + switched = False + if model_pop_iter is not None: + self.change_model_pop(model_pop_iter) + switched = True + try: + + self.sort_model_pop() + self.identify_models_on_front() + + pop_list = [] + column_names = ['Rule IDs', + 'Number of Rules', + 'Accuracy', + 'Coverage', + 'Birth Iteration', + 'Model on Front'] + for model in self.pop_set: + model_list = [str(model.rule_IDs), + len(model.rule_set), + model.accuracy, + model.coverage, + model.birth_iteration, + model.model_on_front] + pop_list.append(model_list) + pop_df = pd.DataFrame(pop_list, columns = column_names) + return pop_df + + finally: + if switched: + self.restore_model_pop() + + def custom_sort_key(self, obj): @@ -711,6 +730,22 @@ def plot_model_tracking(self,show, save, output_path): ax2.plot(tracking_df['Iteration'], tracking_df['Rules in Model'], 'r--', label='Rules in Model') # 'r--' specifies a red dashed line ax2.set_ylabel('Rules in Model', color='r') ax2.tick_params(axis='y', labelcolor='r') + + y_min, y_max = ax1.get_ylim() + label_y = y_max - 0.02 * (y_max - y_min) + + for x in self.model_alterations: + ax1.axvline(x=x, color='black', linestyle=':', linewidth=1) + ax1.text( + x + 0.5, + label_y, + f"alt {self.model_alterations.index(x)}", + rotation=0, + va='top', + ha='right', + fontsize=8, + color='black' + ) if save: plt.savefig(output_path+'/model_tracking_line_graph.png', bbox_inches="tight") if show: diff --git a/src/skheros/methods/rule.py b/src/skheros/methods/rule.py index 96fa570..c48b5f4 100644 --- a/src/skheros/methods/rule.py +++ b/src/skheros/methods/rule.py @@ -1,4 +1,5 @@ import copy +import struct class RULE: def __init__(self,heros): @@ -38,6 +39,7 @@ def __init__(self,heros): self.ave_match_set_size = 1 #average size of the match sets in which this rule was included across all training instances - used in deletion to promote niching self.deletion_prob = None #probability of rule being selected for deletion self.prediction = None + self.encoding = None def __eq__(self, other): return isinstance(other, RULE) and self.ID == other.ID @@ -69,6 +71,7 @@ def initialize_by_covering(self,set_numerosity_sum,instance_state,outcome_state, self.quantitative_range_check_fix(self.action,outcome_state,random,np) else: print("Error: Outcome type undefined.") + #self.encoding = self.encode_rule_binary(heros.env.num_feat) def initialize_by_parent(self,parent_rule,heros): @@ -86,6 +89,7 @@ def initialize_by_parent(self,parent_rule,heros): self.numerosity = 1 self.ave_match_set_size = copy.deepcopy(parent_rule.ave_match_set_size) self.deletion_prob = None + #self.encoding = self.encode_rule_binary(heros.env.num_feat) def match(self, instance_state, heros): @@ -139,6 +143,7 @@ def uniform_crossover(self,other_rule,heros,random,np): if feat in o2_condition_indexes: feature_occurence += 2 # Perform exchange + """ if feature_occurence == 1: #feature only in o1 (was self) rule_position = self.condition_indexes.index(feat) other_rule.condition_values.append(self.condition_values.pop(rule_position)) @@ -149,6 +154,24 @@ def uniform_crossover(self,other_rule,heros,random,np): self.condition_values.append(other_rule.condition_values.pop(rule_position)) self.condition_indexes.append(feat) other_rule.condition_indexes.remove(feat) + """ + #Reproducibility FIX Reccommended by Google Gemini + if feature_occurence == 1: # feature only in self, move to other + idx = self.condition_indexes.index(feat) + val = self.condition_values.pop(idx) + self.condition_indexes.pop(idx) # Use pop(idx) here too! + + other_rule.condition_indexes.append(feat) + other_rule.condition_values.append(val) + + elif feature_occurence == 2: # feature only in other, move to self + idx = other_rule.condition_indexes.index(feat) + val = other_rule.condition_values.pop(idx) + other_rule.condition_indexes.pop(idx) # Keep them in sync! + + self.condition_indexes.append(feat) + self.condition_values.append(val) + else: #feature in both o1 and o2 if not is_categorical: #if quantiative feature feat_index_1 = self.condition_indexes.index(feat) @@ -514,7 +537,7 @@ def generalize_condition(self,num_to_generalize,instance_state,changed_features, def reestablish_rule(self,rule_summary,heros): #[rule.condition_indexes, rule.condition_values, rule.action, rule.instance_outcome_count,rule.ID, rule.birth_iteration] - self.ID = rule_summary[4] #unique identifier for this rule (used in model evolution and does not guarantee global uniqueness) + self.ID = rule_summary[4] self.birth_iteration = rule_summary[5] self.condition_indexes = rule_summary[0] #list of feature indexes from the dataset that are 'specified' in this rule self.condition_values = rule_summary[1] #list of feature values or value-ranges corresponding to the feature indexes in self.feature_index_list @@ -522,6 +545,7 @@ def reestablish_rule(self,rule_summary,heros): self.match_cover = sum(self.instance_outcome_count.values()) # Assign class that yields highest rule accuracy - regardless of current target instance class self.instance_outcome_prop = copy.deepcopy(self.instance_outcome_count) + #self.ID = self.encode_rule_binary(heros.env.num_feat) #Convert class counts first into class accuracies then into 'useful' accuracies to take class imbalance into account for each in self.instance_outcome_prop: self.instance_outcome_prop[each] /= self.match_cover @@ -579,7 +603,7 @@ def complete_rule_evaluation_class(self,heros,random,target_instance_outcome): if target_instance_outcome in candidate_actions: #go with the current target instance class if there is a tie for best class self.action = target_instance_outcome else: - self.action = random.choice(candidate_actions) + self.action = random.choice(sorted(candidate_actions)) self.correct_cover = self.instance_outcome_count[self.action] # Calculate rule accuracy *************************** try: @@ -606,9 +630,12 @@ def complete_rule_evaluation_class(self,heros,random,target_instance_outcome): if self.fitness is None: #Pareto front only has (0,0) for useful_accuracy and useful_coverage self.fitness = pow(self.accuracy, heros.nu) if front_updated: #all rule-fitnesses will be re-calculated externally + #self.encoding = self.encode_rule_binary(heros.env.num_feat) return True else: print("Fitness metric not available.") + + #self.encoding = self.encode_rule_binary(heros.env.num_feat) return False @@ -746,6 +773,7 @@ def equals(self,other_rule): return False #final check yields inequality return True #rules are equivalent return False #initial or secondary checks yield inequality + #return self.encoding == other_rule.encoding def get_deletion_vote(self): @@ -812,6 +840,62 @@ def translate_rule(self,feature_names,heros): translation += " THEN: predict outcome '"+str(self.action)+"' with "+str(100 * self.instance_outcome_prop[self.action])+"% confidence based on "+str(self.match_cover)+' matching training instances ('+str(round(100*self.match_cover /float(heros.env.num_instances),2))+"% of training instances)." print(translation) + def to_explanation_dict(self, feature_names, heros): + """Return a structured, LLM-friendly explanation of this rule. + + The structure includes both machine- and human-readable fields for conditions and + key rule statistics useful for downstream reasoning layers. + """ + # Ensure deterministic ordering of conditions + self.order_rule_conditions() + conditions = [] + for i in range(len(self.condition_indexes)): + feature_index = self.condition_indexes[i] + value = self.condition_values[i] + is_categorical = (heros.env.feat_types[feature_index] == 1) + if is_categorical: + human = { + "text": str(feature_names[feature_index])+" = "+str(value) + } + cond = { + "feature_index": feature_index, + "feature_name": feature_names[feature_index], + "type": "categorical", + "operator": "=", + "value": value, + "human_readable": human["text"] + } + else: + # quantitative range (min, max) + range_min, range_max = value[0], value[1] + human_text = str(feature_names[feature_index])+" in ["+str(range_min)+", "+str(range_max)+"]" + cond = { + "feature_index": feature_index, + "feature_name": feature_names[feature_index], + "type": "quantitative", + "operator": "in_range", + "min": range_min, + "max": range_max, + "human_readable": human_text + } + conditions.append(cond) + + explanation = { + "rule_id": getattr(self, "ID", None), + "action": self.action, + "instance_outcome_proportions": dict(self.instance_outcome_prop) if hasattr(self, "instance_outcome_prop") else {}, + "numerosity": self.numerosity, + "fitness": self.fitness, + "accuracy": self.accuracy, + "match_cover": self.match_cover, + "correct_cover": self.correct_cover, + "average_match_set_size": self.ave_match_set_size, + "deletion_probability": self.deletion_prob, + "birth_iteration": self.birth_iteration, + "conditions": conditions + } + return explanation + def order_rule_conditions(self): """ Order the rule conditions by increasing feature index; keeping the ordering consistent between condition_indexes and condition_values.""" @@ -825,4 +909,72 @@ def order_rule_conditions(self): sorted_list1, sorted_list2 = zip(*sorted_combined) # Convert the tuples back to lists self.condition_indexes = list(sorted_list1) - self.condition_values = list(sorted_list2) \ No newline at end of file + self.condition_values = list(sorted_list2) + + """def encode_rule_binary(self, num_features): + # --- 1. Bitmask --- + bitmask = ['0'] * num_features + for idx in self.condition_indexes: + bitmask[idx] = '1' + bitmask_str = ''.join(bitmask) + + # --- 2. Type indicators + values --- + type_indicators = ['0'] * num_features # all values are int → '0' + value_bits = ['00'] * num_features # pre-fill with 2-bit zeros + + # Sorted index-value pairs for consistent position + index_to_value = dict(zip(self.condition_indexes, self.condition_values)) + for i in range(num_features): + if i in index_to_value: + val = index_to_value[i] + if not (0 <= val <= 3): + raise ValueError(f"Value {val} at index {i} exceeds 2-bit range.") + value_bits[i] = format(val, '02b') # 2 bits per int + + type_str = ''.join(type_indicators) + values_str = ''.join(value_bits) + + # --- 3. Action (assumed 2-bit) --- + if not (0 <= self.action <= 3): + raise ValueError(f"Action value {self.action} exceeds 2-bit range.") + action_bits = format(self.action, '02b') + + # --- 4. Combine everything --- + full_binary_str = bitmask_str + type_str + values_str + action_bits + return full_binary_str""" + + def encode_rule_binary(self, num_features): + "Deterministically encodes a rule into a binary string." + # --- 1. Bitmask: fixed order for feature indexes --- + bitmask = ['0'] * num_features + for idx in sorted(self.condition_indexes): # sort to ensure order + bitmask[idx] = '1' + bitmask_str = ''.join(bitmask) + # --- 2. Condition types and values --- + # Pair condition values with sorted condition indexes + sorted_pairs = sorted(zip(self.condition_indexes, self.condition_values), key=lambda x: x[0]) + encoded_values = [] + type_indicators = [] + for _, value in sorted_pairs: + if isinstance(value, int): + type_indicators.append('0') + encoded_values.append(format(value, '032b')) + elif isinstance(value, tuple) and len(value) == 2: + type_indicators.append('1') + min_binary = format(struct.unpack('>I', struct.pack('>f', value[0]))[0], '032b') + max_binary = format(struct.unpack('>I', struct.pack('>f', value[1]))[0], '032b') + encoded_values.append(min_binary + max_binary) + #else: + #raise ValueError(f”Unsupported value type: {value}“) + type_str = ''.join(type_indicators) + # --- 3. Action: fixed 32-bit integer --- + action_binary = format(self.action, '032b') + # --- 4. Combine all sections into final binary string --- + full_binary_str = ( + bitmask_str + + type_str + + ''.join(encoded_values) + + action_binary + ) + # --- 5. Return the full binary string --- + return full_binary_str \ No newline at end of file diff --git a/src/skheros/methods/rule_compaction.py b/src/skheros/methods/rule_compaction.py index e338382..02343eb 100644 --- a/src/skheros/methods/rule_compaction.py +++ b/src/skheros/methods/rule_compaction.py @@ -22,6 +22,7 @@ def basic_rule_cleaning(self,heros): if rule.useful_accuracy <= 0: #Remove bad rule from population heros.rule_population.pop_set.pop(index) + heros.rule_population.micro_pop_count -= rule.numerosity else: index += 1 if heros.verbose: diff --git a/src/skheros/methods/rule_population.py b/src/skheros/methods/rule_population.py index 02b1da2..af53782 100644 --- a/src/skheros/methods/rule_population.py +++ b/src/skheros/methods/rule_population.py @@ -1,13 +1,23 @@ import copy import pandas as pd import ast -from .rule import RULE +from skheros.methods.rule import RULE import seaborn as sns import matplotlib.pyplot as plt from scipy.cluster.hierarchy import linkage #, dendrogram, leaves_list import networkx as nx from collections import defaultdict from itertools import combinations +import struct +from sklearn.ensemble import RandomForestClassifier +from sklearn.tree import _tree#, DecisionTreeClassifier +from sklearn.preprocessing import OneHotEncoder +#from collections import Counter +#from sklearn import tree as sktree +#from matplotlib.table import Table +#from textwrap import fill +#import matplotlib.patches as mpatches +import matplotlib.pyplot as plt class RULE_POP: def __init__(self): @@ -20,31 +30,26 @@ def __init__(self): self.pop_set_archive = {} self.pop_set_hold = None #Experimental - self.explored_rules = [] + self.explored_rules = {} self.archive_discovered_rules = False #True value is experimental - def add_new_explored_rules(self,rule): + def add_new_explored_rules(self,rule, heros): """Stores the unique and essential information to reconstitute an explored rule without re-evaluation.""" - rule_entry = [rule.condition_indexes, rule.condition_values, rule.action, rule.instance_outcome_count, rule.ID, rule.birth_iteration] - self.explored_rules.append(rule_entry) + #rule_entry = [rule.condition_indexes, rule.condition_values, rule.action, rule.instance_outcome_count, rule.ID, rule.birth_iteration] + #self.explored_rules.append(rule_entry) + self.explored_rules[rule.encoding] = rule.instance_outcome_count def clear_explored_rules(self): - self.explored_rules = None + self.explored_rules = {} - def rule_exists(self, target_rule): + def rule_exists(self, target_rule, heros): """Checks the explored rules list to see if a given 'new' rule has been previously discovered and evaluated, returning that rule's reference in explored rules.""" - #print('test') - #print(target_rule.condition_indexes) - #print(target_rule.condition_values) - - for rule_summary in self.explored_rules: - if self.equals(target_rule,rule_summary): - #print(rule_summary[0]) - #print(rule_summary[1]) - return rule_summary + encoded = target_rule.encode_rule_binary(heros.env.num_feat) + if encoded in self.explored_rules: + return self.decode_rule_binary(encoded, heros.env.num_feat) return None @@ -102,7 +107,7 @@ def make_match_set(self, instance,heros,random,np): if len(new_rule.condition_indexes) > 0: #prevents completely general rules from being added to the population #Check for duplicate rule in {P} - important since covering runs if {C} is empty, which can generate an existing rule in the match set if self.archive_discovered_rules: - rule_summary = self.rule_exists(new_rule) + rule_summary = self.rule_exists(new_rule,heros) if rule_summary == None: self.evaluate_covered_rule(new_rule,outcome_state,heros,random) else: @@ -110,7 +115,7 @@ def make_match_set(self, instance,heros,random,np): else: self.evaluate_covered_rule(new_rule,outcome_state,heros,random) if self.no_identical_rule_exists(new_rule,heros,'match_set'): - self.add_rule_to_pop(new_rule) + self.add_rule_to_pop(new_rule,heros) self.match_set.append(len(self.pop_set)-1) heros.timer.covering_time_stop() #covering time tracking @@ -221,6 +226,7 @@ def genetic_algorithm(self, instance, heros, random,np): heros.timer.selection_time_start() #parent selection time tracking parent_list = self.tournament_selection(heros,random) heros.timer.selection_time_stop() #parent selection time tracking + # INITIALIZE OFFSPRING ************************************* heros.timer.mating_time_start() #mating time tracking offspring_list = [] @@ -228,30 +234,36 @@ def genetic_algorithm(self, instance, heros, random,np): new_rule = RULE(heros) new_rule.initialize_by_parent(parent_rule,heros) offspring_list.append(new_rule) + # CROSSOVER OPERATOR ************************************** if len(offspring_list) > 1: #crossover only applied between two parent rules if random.random() < heros.cross_prob: offspring_list[0].uniform_crossover(offspring_list[1],heros,random,np) #for offspring in offspring_list: #debug # self.debug_confirm_offspring_match(offspring, instance,heros,'crossover',parent_list) + # MUTATION OPERATOR *************************************** for offspring in offspring_list: offspring.mutation(instance_state,outcome_state,heros,random,np) #for offspring in offspring_list: #debug # self.debug_confirm_offspring_match(offspring, instance,heros,'mutation',parent_list) heros.timer.mating_time_stop() #mating time tracking + #Check for offspring duplication if len(offspring_list) > 1: if offspring_list[0].equals(offspring_list[1]): offspring_list.pop() + #print('This happened') + #print("Random Seed Check post GA - equal offspring: "+ str(random.random())) if len(offspring_list) > 1: print("ERROR: More than 2 expected offspring in GA") + # CHECK FOR DUPLICATE RULES IN {P} and EVALUATE Non-Duplicate Ruels front_updated = False final_offspring_list = [] for offspring in offspring_list: if self.archive_discovered_rules: - rule_summary = self.rule_exists(offspring) + rule_summary = self.rule_exists(offspring,heros) if rule_summary == None: heros.timer.rule_eval_time_start() #rule evaluation time tracking front_changed = self.evaluate_offspring_rule(offspring,outcome_state,heros,random) @@ -269,6 +281,7 @@ def genetic_algorithm(self, instance, heros, random,np): if self.no_identical_rule_exists(offspring,heros,'pop_set'): final_offspring_list.append(offspring) + # Update all rule fitness values if one or both offspring rules updated the pareto front heros.timer.rule_eval_time_start() #rule evaluation time tracking if heros.fitness_function == 'pareto' and front_updated: #new 3/29/25 @@ -277,26 +290,36 @@ def genetic_algorithm(self, instance, heros, random,np): for offspring in final_offspring_list: offspring.update_rule_fitness(heros) heros.timer.rule_eval_time_stop() #rule evaluation time tracking + # INSERT RULE(S) IN POPULATON (OPTIONAL GA SUBSUMPTION) *************************** - self.process_offspring(parent_list,final_offspring_list,heros) + return self.process_offspring(parent_list,final_offspring_list,heros) def tournament_selection(self,heros,random): """ Applies tournament selection to choose and return two parent rules. """ - parent_options = copy.deepcopy(self.match_set) + parent_options = sorted(copy.deepcopy(self.match_set)) #extra code to ensure random seed reproducibility parent_list = [] + #print("length of match set: "+str(len(self.match_set))) + #for rule_ref in parent_options: #debugging + # self.pop_set[rule_ref].show_rule() + if len(parent_options) == 1: #only one rule in {M} - parent_list = [self.pop_set[self.match_set[0]]] #only one parent returned + #parent_list = [self.pop_set[self.match_set[0]]] #only one parent returned + parent_list = [self.pop_set[parent_options[0]]] elif len(parent_options) == 2: #only two rules in {M} - parent_list = [self.pop_set[self.match_set[0]],self.pop_set[self.match_set[1]]] + #parent_list = [self.pop_set[self.match_set[0]],self.pop_set[self.match_set[1]]] + parent_list = [self.pop_set[parent_options[0]], self.pop_set[parent_options[1]]] else: while len(parent_list) < 2: tournament_size = max(2,int(len(parent_options)*heros.theta_sel)) tournament_set = random.sample(parent_options,tournament_size) - best_fitness = 0 - best_rule_index = self.match_set[0] + #best_fitness = 0 + #best_rule_index = self.match_set[0] + best_rule_index = tournament_set[0] + best_fitness = self.pop_set[best_rule_index].fitness + for i in tournament_set: - if self.pop_set[i].fitness >= best_fitness: + if self.pop_set[i].fitness > best_fitness or (self.pop_set[i].fitness == best_fitness and self.pop_set[i].ID < self.pop_set[best_rule_index].ID): #extra code to ensure random seed reproducibility best_fitness = self.pop_set[i].fitness best_rule_index = i parent_list.append(self.pop_set[best_rule_index]) @@ -305,19 +328,24 @@ def tournament_selection(self,heros,random): def process_offspring(self,parent_list,offspring_list,heros): + new_rules = [] """ Activates GA subsumption (if used), and then inserts offpring rules into population as needed. """ if heros.subsumption == 'ga' or heros.subsumption == 'both': #apply subsumption and insert rule(s) as needed heros.timer.subsumption_time_start() for offspring in offspring_list: - self.ga_subsumption(offspring,parent_list,heros) + new_rules.extend(self.ga_subsumption(offspring,parent_list,heros)) heros.timer.subsumption_time_stop() else: #insert rule(s) as needed following rule equality check for offspring in offspring_list: - self.add_rule_to_pop(offspring) + self.add_rule_to_pop(offspring,heros) + print("process") + new_rules = offspring_list + return new_rules def ga_subsumption(self,offspring,parent_list,heros): """ Applies GA subsumption. """ + new_rules = [] offspring_subsumed = False for parent in parent_list: if not offspring_subsumed: @@ -326,24 +354,10 @@ def ga_subsumption(self,offspring,parent_list,heros): self.micro_pop_count += 1 parent.update_numerosity(1) if not offspring_subsumed: - self.add_rule_to_pop(offspring) + self.add_rule_to_pop(offspring,heros) + new_rules.append(offspring) + return new_rules - """ - def add_covered_rule_to_pop(self,new_rule,outcome_state,heros,random): #old now - #Adds a new rule to the population via covering: either as a new rule entry in the population or increasing the numerosity of a rule that already exists. - heros.timer.covering_time_stop() #covering time tracking - heros.timer.rule_eval_time_start() #rule evaluation time tracking - if heros.outcome_type == 'class': - front_updated = new_rule.complete_rule_evaluation_class(heros,random,outcome_state) #only called if brand new rule being added to population - elif heros.outcome_type == 'quant': - front_updated = new_rule.complete_rule_evaluation_quant(heros) #only called if brand new rule being added to population - else: - pass - if heros.fitness_function == 'pareto' and front_updated: #new 3/29/25 - self.global_fitness_update(heros) - heros.timer.rule_eval_time_stop() #rule evaluation time tracking - heros.timer.covering_time_start() #covering time tracking - """ def evaluate_covered_rule(self,new_rule,outcome_state,heros,random): heros.timer.covering_time_stop() #covering time tracking @@ -407,14 +421,14 @@ def search_match_set_for_identical_rule(self,new_rule): return None - def add_rule_to_pop(self,new_rule): + def add_rule_to_pop(self,new_rule,heros): """ Add new and novel rule to population, updating key relevant parameters. """ new_rule.assign_ID(self.ID_counter) self.pop_set.append(new_rule) self.ID_counter += 1 #every time a new rule gets added to the pop (that isn't in the current pop) it is assigned a new unique ID self.micro_pop_count += 1 if self.archive_discovered_rules: - self.add_new_explored_rules(new_rule) + self.add_new_explored_rules(new_rule,heros) def make_correct_set(self,outcome_state,heros): @@ -467,10 +481,11 @@ def delete_rule(self,random): new_sum = new_sum + vote_list[i] if new_sum > choicePoint: # Select classifier for deletion # Delete classifier---------------------------------- - rule.update_numerosity(-1) self.micro_pop_count -= 1 - if rule.numerosity < 1: # When all micro-classifiers for a given classifier have been depleted. + if rule.numerosity == 1: # When all micro-classifiers for a given classifier have been depleted. self.remove_macro_rule(i) + else: + rule.update_numerosity(-1) return @@ -502,11 +517,10 @@ def order_all_rule_conditions(self): def load_rule_population(self, pop_df, heros, random, np): """ Load a HEROS rule population data frame, then instantiates and evaluates all rules. Each specified rule must have a condition and action at minimum. """ - self.ID_counter = pop_df['ID'].astype(int).max() + self.ID_counter = pop_df['ID'].astype(int).max() + 1 if heros.verbose: print("Initializing Rule Population via Loaded File!") print('Max Rule ID in Loaded Population: '+str(self.ID_counter)) - self.ID_counter += 1 for index, row in pop_df.iterrows(): # Initialize the rule loaded_rule = RULE(heros) @@ -542,8 +556,8 @@ def load_rule_population(self, pop_df, heros, random, np): front_updated = loaded_rule.complete_rule_evaluation_quant(heros) #only called if brand new rule being added to population # Add rule to the population self.pop_set.append(loaded_rule) - self.ID_counter += 1 #every time a new rule gets added to the pop (that isn't in the current pop) it is assigned a new unique ID self.micro_pop_count += loaded_rule.numerosity + # Update all rule fitness values (if pareto front rule fitness used) if heros.fitness_function == 'pareto': #new 3/29/25 self.global_fitness_update(heros) @@ -551,7 +565,434 @@ def load_rule_population(self, pop_df, heros, random, np): print('Loading Rule Population Complete: '+str(len(self.pop_set))+' unique rules and '+str(self.micro_pop_count)+' total rules loaded.') - def export_rule_population(self): + def tree_init_population(self, X, y, heros, random, np, verbose = False, bstrap = False): + """ Trains a set of decision trees using random forest classifier and then extracts rules from tree branches, deduplicates the candidate rule population, converts rules to HEROS format and lastly evaluates all unique rules and updates remaining rule parameters. Initial exploration of methodology by Harsh Bandhey, and early contributions to method development by following UPenn students: Akshita Islam, Khoi Dinh, and Gabe Gabe Lipschutz-Villa. """ + + # STEP 1: Hard Coded Random Forest Hyperparameters for Tree Training and Rule Extraction -------------------------------- + RF_INIT_SHARED = { + "n_estimators": 10, + "bootstrap": bstrap, + "oob_score": False, + "n_jobs": -1, + "random_state": heros.random_state, + "max_features": "sqrt", + } + + max_depth_values = [1, 2, 3, 4, 5, 6, 7, None] + + rf_settings = [ + { + **RF_INIT_SHARED, + "max_depth": depth + } + for depth in max_depth_values + ] + # ----------------------------------------------------------------------------------------------------------------- + print('Beginning Decision Tree Rule Inititialization...') + #-------------------------------------------------------------------------------------------------------------------- + # STEP 2: One Hot Encode the categorical features for decision tree training (since random forest classifier expects quantitative features) + #original_X = X.copy() if hasattr(X, 'copy') else X + onehot_mapping = {} # Maps one-hot encoded feature index -> (original_feat_idx, categorical_value) + reverse_onehot_mapping = {} # Maps (original_feat_idx, categorical_value) -> one-hot encoded feature index + quant_feat_mapping = {} # Maps encoded quantitative feature index -> original feature index + + if heros.cat_feature_indexes is not None and len(heros.cat_feature_indexes) > 0: + print(f"\nOne-hot encoding {len(heros.cat_feature_indexes)} categorical features...") + + # Convert X to numpy array if it's a DataFrame + if hasattr(X, 'values'): + X_array = X.values + X_is_dataframe = True + X_columns = list(X.columns) + else: + X_array = np.array(X) + X_is_dataframe = False + X_columns = None + + # Separate categorical and quantitative features + cat_feat_indexes = sorted(heros.cat_feature_indexes) + quant_feat_indexes = sorted([i for i in range(X_array.shape[1]) if i not in cat_feat_indexes]) + + # Extract categorical and quantitative columns + cat_data = X_array[:, cat_feat_indexes] + quant_data = X_array[:, quant_feat_indexes] if quant_feat_indexes else None + + # One-hot encode categorical features + onehot_encoder = OneHotEncoder(sparse_output=False, drop=None, handle_unknown='ignore') + cat_onehot = onehot_encoder.fit_transform(cat_data) + + # Build mapping: one-hot encoded feature index -> (original_feat_idx, categorical_value) + # Also build mapping for quantitative features: encoded_idx -> original_idx + if quant_feat_indexes: + for encoded_idx, orig_idx in enumerate(quant_feat_indexes): + quant_feat_mapping[encoded_idx] = orig_idx + + # Build one-hot mapping + #current_onehot_idx = 0 + num_quant = len(quant_feat_indexes) if quant_feat_indexes else 0 + + for cat_col_idx, orig_cat_idx in enumerate(cat_feat_indexes): + # Get the categories from the encoder (in order) + if hasattr(onehot_encoder, 'categories_'): + encoder_categories = onehot_encoder.categories_[cat_col_idx] + else: + # Fallback: use unique values from data + encoder_categories = np.unique(cat_data[:, cat_col_idx]) + + # Find the start index for this categorical feature's one-hot columns and count how many one-hot columns come before this feature + onehot_start_idx = 0 + for prev_cat_idx in cat_feat_indexes: + if prev_cat_idx == orig_cat_idx: + break + prev_cat_col_idx = cat_feat_indexes.index(prev_cat_idx) + if hasattr(onehot_encoder, 'categories_'): + onehot_start_idx += len(onehot_encoder.categories_[prev_cat_col_idx]) + else: + onehot_start_idx += len(np.unique(cat_data[:, prev_cat_col_idx])) + + # Map each one-hot column for this categorical feature + for cat_val_idx, cat_val in enumerate(encoder_categories): + onehot_feat_idx = num_quant + onehot_start_idx + cat_val_idx + onehot_mapping[onehot_feat_idx] = (orig_cat_idx, cat_val) + reverse_onehot_mapping[(orig_cat_idx, cat_val)] = onehot_feat_idx + + # Combine quantitative and one-hot encoded features + if quant_data is not None: + X_encoded = np.hstack([quant_data, cat_onehot]) + else: + X_encoded = cat_onehot + + # Convert back to DataFrame if original was DataFrame + if X_is_dataframe: + # Create new column names + new_columns = [] + if quant_feat_indexes: + new_columns.extend([X_columns[i] for i in quant_feat_indexes]) + for orig_cat_idx in cat_feat_indexes: + cat_values = heros.env.feat_c_values[orig_cat_idx] + if hasattr(onehot_encoder, 'categories_'): + encoder_categories = onehot_encoder.categories_[cat_feat_indexes.index(orig_cat_idx)] + else: + encoder_categories = np.unique(cat_data[:, cat_feat_indexes.index(orig_cat_idx)]) + for cat_val in encoder_categories: + new_columns.append(f"{X_columns[orig_cat_idx]}_{cat_val}") + X = pd.DataFrame(X_encoded, columns=new_columns, index=X.index if hasattr(X, 'index') else None) + else: + X = X_encoded + + print(f" Original features: {X_array.shape[1]}, After one-hot encoding: {X.shape[1]}") + print(f" One-hot mapping created for {len(onehot_mapping)} encoded features") + print(f" Quantitative feature mapping: {len(quant_feat_mapping)} features") + else: + print("\nNo categorical features to encode.") + + #-------------------------------------------------------------------------------------------------------------------- + # STEP 3: Train multiple random forest classifiers with varying hyperparameters to create a diverse set of decision trees for rule extraction + rf_models = [] + tree_depths_by_rf = [] + for idx, params in enumerate(rf_settings): + rf = RandomForestClassifier( + **params + ) + rf.fit(X, y) + rf_models.append(rf) + tree_depths = [estimator.tree_.max_depth for estimator in rf.estimators_] + tree_depths_by_rf.append(tree_depths) + + # Save the first RF for fidelity proof and visualization - FOR DEBUGGING ONLY, CAN BE REMOVED LATER + self.rf_model = rf_models[0] + + print("Random Seed Check After RF: "+ str(random.random())) + + def print_rf_training_summary(rf_models): + print("\nSummary: Trained {} random forests with varying hyperparameters.".format(len(rf_models))) + for i, rf in enumerate(rf_models): + depths = [estimator.tree_.max_depth for estimator in rf.estimators_] + print(f" RF {i+1}: n_estimators={len(rf.estimators_)}, tree depths={depths}") + + if verbose: + print_rf_training_summary(rf_models) + + # STEP 4: Extract rules from all trees in all forests + print("\nExtracting rules from all decision tree branches in all forests...") + all_rules = [] + branch_paths = [] + + def recurse_tree(tree, node_id, path, rules, branch_paths=None, onehot_mapping=None): #consider updating to only store condition (no action) + if tree.children_left[node_id] == _tree.TREE_LEAF: + condition_indexes = [] + condition_values = [] + for feat_idx, threshold, direction in path: + condition_indexes.append(feat_idx) + condition_values.append((direction, threshold)) + values = tree.value[node_id][0] + action = np.argmax(values) + rules.append([condition_indexes, condition_values, action]) + if branch_paths is not None: + branch_paths.append((list(condition_indexes), list(condition_values), action, list(path))) + return + left_id = tree.children_left[node_id] + feat_idx = tree.feature[node_id] + threshold = tree.threshold[node_id] + recurse_tree(tree, left_id, path + [(feat_idx, threshold, 'leq')], rules, branch_paths, onehot_mapping) + right_id = tree.children_right[node_id] + recurse_tree(tree, right_id, path + [(feat_idx, threshold, 'gt')], rules, branch_paths, onehot_mapping) + + for rf in rf_models: + for estimator in rf.estimators_: + recurse_tree(estimator.tree_, 0, [], all_rules, branch_paths, onehot_mapping) + + if verbose: + # Visual: Tree Depth vs. Number of Rules Produced + rf_depths = [max([est.tree_.max_depth for est in rf.estimators_]) for rf in rf_models] + rules_per_rf = [] + for rf in rf_models: + rf_rules = [] + for estimator in rf.estimators_: + local_rules = [] + recurse_tree(estimator.tree_, 0, [], local_rules) + rf_rules.extend(local_rules) + rules_per_rf.append(len(rf_rules)) + plt.figure(figsize=(7, 4)) + plt.scatter(rf_depths, rules_per_rf, c='#81c784', s=80) + plt.xlabel("Max Tree Depth in RF") + plt.ylabel("Number of Rules Extracted") + plt.title("Tree Depth vs. Number of Rules Extracted") + plt.grid(True) + plt.savefig("output/tree_depth_vs_num_rules.png", bbox_inches="tight") + plt.show() + print("Random Seed Check After Rule Extract: "+ str(random.random())) + + # STEP 5: Deduplicate rules (based on rule's condition and action) + print("Deduplicating rules...") + #rule_tuples = [tuple((tuple(r[0]), tuple(r[1]), r[2])) for r in all_rules] + #unique_rules_tuples = list(set(rule_tuples)) + #unique_rules = [[list(r[0]), list(r[1]), r[2]] for r in unique_rules_tuples] + + # 1. Convert to tuples so they are hashable for the set + rule_tuples = [tuple((tuple(r[0]), tuple(r[1]), r[2])) for r in all_rules] + + # 2. Use set to get unique items, but IMMEDIATELY sort the resulting list + # Sorting ensures that the order is identical across every run + unique_rules_tuples = sorted(list(set(rule_tuples))) + + # 3. Convert back to the original list-of-lists format + unique_rules = [[list(r[0]), list(r[1]), r[2]] for r in unique_rules_tuples] + + if verbose: + print("\nSummary: Extracted {} branch-rules from all trees.".format(len(all_rules))) + print("After deduplication, {} unique rules remain.".format(len(unique_rules))) + + print("Random Seed Check After Deduplication: "+ str(random.random())) + # STEP 5: Convert rules to HEROS format, check for redundancy, and add to population + print("\nConverting extracted rules to HEROS format and checking for redundancy...") + + # -------------------------------------------------------------------------------------------------------- + def convert_path_to_minmax(condition_indexes, condition_values, onehot_mapping, quant_feat_mapping): + """Convert a list of (direction, threshold) for each feature into HEROS format. + Handles both quantitative features (min/max ranges) and categorical features (equality checks). + Maps one-hot encoded features back to original categorical features.""" + minmax_dict = {} # For quantitative features: {orig_feat_idx: [min, max]} + categorical_dict = {} # For categorical features: {orig_feat_idx: set of values} + + for idx, (direction, threshold) in zip(condition_indexes, condition_values): + # Check if this is a one-hot encoded feature + if idx in onehot_mapping: + # This is a one-hot encoded categorical feature + orig_feat_idx, cat_value = onehot_mapping[idx] + + # For one-hot encoding: features are binary (0 or 1) - Threshold is typically 0.5 + # If direction is 'gt' and threshold <= 0.5, it means the one-hot feature is 1 (category IS present) + # If direction is 'leq' and threshold < 0.5, it means the one-hot feature is 0 (category NOT present) + if direction == 'gt' and threshold <= 0.5: + # This branch means the one-hot feature is 1, so the category IS present + if orig_feat_idx not in categorical_dict: + categorical_dict[orig_feat_idx] = set() + categorical_dict[orig_feat_idx].add(cat_value) + # If direction is 'leq' and threshold < 0.5, the category is NOT present (we ignore it) + # Note: We only add categories that are explicitly present (value = 1) + else: + # This is a quantitative feature + # Map encoded index back to original index + if quant_feat_mapping and idx in quant_feat_mapping: + orig_idx = quant_feat_mapping[idx] + else: + # No one-hot encoding was done, so index is already original + orig_idx = idx + + if orig_idx not in minmax_dict: + minmax_dict[orig_idx] = [float('-inf'), float('inf')] + if direction == 'leq': + minmax_dict[orig_idx][1] = min(minmax_dict[orig_idx][1], threshold) + elif direction == 'gt': + minmax_dict[orig_idx][0] = max(minmax_dict[orig_idx][0], np.nextafter(threshold, threshold+1)) + + # Build final condition lists + clean_indexes = [] + clean_values = [] + + # Add quantitative features + for idx in sorted(minmax_dict.keys()): + min_val, max_val = minmax_dict[idx] + if min_val <= max_val: + clean_indexes.append(idx) + clean_values.append([min_val, max_val]) + + # Add categorical features - we need to check if all one-hot conditions for a feature point to the same value + for orig_feat_idx in sorted(categorical_dict.keys()): + cat_values = categorical_dict[orig_feat_idx] + # If only one value is in the set, that's the categorical condition + if len(cat_values) == 1: + clean_indexes.append(orig_feat_idx) + clean_values.append(list(cat_values)[0]) # Single categorical value, not a range + # If multiple values, we might need to handle this differently - For now, we'll take the first one (though this might not be correct) + elif len(cat_values) > 1: + # Multiple categories for same feature - this shouldn't happen in a valid tree path - But if it does, we'll use the first one + clean_indexes.append(orig_feat_idx) + clean_values.append(list(cat_values)[0]) + return clean_indexes, clean_values + # -------------------------------------------------------------------------------------------------------- + + for rule_data in unique_rules: + raw_condition_indexes, raw_condition_values, action = rule_data + condition_indexes, condition_values = convert_path_to_minmax(raw_condition_indexes, raw_condition_values, onehot_mapping, quant_feat_mapping) + if len(condition_indexes) == 0: + continue + + # Create a new RULE object + rule_obj = RULE(heros) + #rule_obj.condition_indexes = list(condition_indexes) + rule_obj.condition_indexes = [x.item() if hasattr(x, 'item') else x for x in condition_indexes] + #print(type(rule_obj.condition_indexes[0])) + #rule_obj.condition_values = list(condition_values) + rule_obj.condition_values = [x.item() if hasattr(x, 'item') else x for x in condition_values] #CHECK THIS STILL WORKS FOR Quantitative features + #print(type(rule_obj.condition_values[0])) + rule_obj.action = None + rule_obj.numerosity = 1 + rule_obj.birth_iteration = 0 + try: #FUTURE EXPANSION TO QUANTITATIVE OUTCOMES NEEDED + if hasattr(rule_obj, 'complete_rule_evaluation_class'): #Evaluates rules and assignes best outcome. + front_updated = rule_obj.complete_rule_evaluation_class(heros, random, None) + else: + continue + if not hasattr(rule_obj, 'match_cover') or rule_obj.match_cover == 0: + continue + except Exception as e: + print(f"An unexpected error occurred: {e}") + print(f"Type of unexpected exception: {type(e)}") + continue + if heros.fitness_function == 'pareto': #Needs expansion for non-pareto option + rule_obj.update_rule_fitness(heros) + identical_rule = self.search_pop_for_identical_rule(rule_obj) + if identical_rule is not None: + identical_rule.update_numerosity(1) + self.micro_pop_count += 1 + else: + rule_obj.assign_ID(self.ID_counter) + self.pop_set.append(rule_obj) + self.ID_counter += 1 + self.micro_pop_count += 1 + + #Global Fitness update + if heros.fitness_function == 'pareto': #Needs expansion for non-pareto option + self.global_fitness_update(heros) + print("Random Seed Check After Convert to HEROS rules: "+ str(random.random())) + + def print_rule_conversion_summary(pop_set, micro_pop_count): + print("\nSummary: Converted rules to HEROS format and added to population.") + print(f"Total Population Numerosity: {micro_pop_count}") + print(f"Unique HEROS Rules: {len(pop_set)}") + + print_rule_conversion_summary(self.pop_set, self.micro_pop_count) + + self.order_all_rule_conditions() #New potential random seed reproducibitliy fix + + """ + if verbose: + + + # STEP 8: Visualize the first decision tree in the random forest + print("\nVisualizing the first decision tree in the random forest...") + try: + estimator = self.rf_model.estimators_[0] + plt.figure(figsize=(20, 10)) + sktree.plot_tree( + estimator, + feature_names=list(X.columns) if hasattr(X, 'columns') else None, + class_names=[str(c) for c in np.unique(y)], + filled=True, rounded=True + ) + plt.title("First Decision Tree in Random Forest") + plt.savefig("output/decision_tree_visualization_matplotlib.png", bbox_inches="tight") + plt.show() + print("Decision tree visualization saved as 'decision_tree_visualization_matplotlib.png'") + except Exception as e: + print(f"Could not visualize decision tree: {e}") + + def print_tree_visualization_summary(): + print("\nSummary: Plotted and saved the first decision tree from the random forest.") + print_tree_visualization_summary() + + # STEP 9: Visualize a single branch and its conversion to a HEROS rule + print("\nVisualizing a single branch and its corresponding rule...") + try: + branch = None + for rf in rf_models: + if len(rf.estimators_) > 0: + tree = rf.estimators_[0].tree_ + branch_paths_local = [] + recurse_tree(tree, 0, [], [], branch_paths_local) + if branch_paths_local: + branch = branch_paths_local[0] + break + if branch is not None: + cond_indexes, cond_values, action, path = branch + print("Example branch path:") + for step in path: + feat_idx, threshold, direction = step + feat_name = X.columns[feat_idx] if hasattr(X, 'columns') else f"f{feat_idx}" + print(f" If {feat_name} {'<=' if direction == 'leq' else '>'} {threshold:.4f}") + print(f" --> Predict class: {action}") + heros_indexes, heros_values = convert_path_to_minmax(cond_indexes, cond_values) + print("Converted to HEROS rule format:") + for idx, (minv, maxv) in zip(heros_indexes, heros_values): + feat_name = X.columns[idx] if hasattr(X, 'columns') else f"f{idx}" + print(f" {feat_name}: [{minv:.4f}, {maxv:.4f}]") + print(f" Action: {action}") + # Visualize the branch as a path in the tree + print("Visualizing the branch as a path in the tree...") + try: + estimator = self.rf_model.estimators_[0] + plt.figure(figsize=(20, 10)) + sktree.plot_tree( + estimator, + feature_names=list(X.columns) if hasattr(X, 'columns') else None, + class_names=[str(c) for c in np.unique(y)], + filled=True, rounded=True, + impurity=False, + proportion=False, + precision=2 + ) + # Highlight the branch path (not trivial in matplotlib, so just print info) + plt.title("First Decision Tree with Example Branch (see printed path)") + plt.savefig("output/decision_tree_with_branch.png", bbox_inches="tight") + plt.show() + print("Decision tree with branch visualization saved as 'decision_tree_with_branch.png'") + except Exception as e: + print(f"Could not visualize branch in tree: {e}") + else: + print("No branch found for visualization.") + except Exception as e: + print(f"Could not visualize branch-to-rule conversion: {e}") + + def print_branch_visualization_summary(): + print("\nSummary: Printed a single branch from a tree and its conversion to a HEROS rule.") + print_branch_visualization_summary() + """ + + + + def export_rule_population(self,rsl='Unspecified'): """ Prepares and exports a dataframe capturing the rule population.""" pop_list = [] column_names = ['ID', @@ -569,7 +1010,7 @@ def export_rule_population(self): 'Prediction', 'Outcome Range Probability', 'Birth Iteration', - 'Specified Count', + 'Specified Count (RSL='+str(rsl)+')', 'Average Match Set Size', 'Deletion Probabiilty'] for rule in self.pop_set: @@ -767,4 +1208,87 @@ def plot_rule_pop_network(self, feature_names, weighting='useful_accuracy', disp if save: plt.savefig(output_path+'/rule_pop_network.png', bbox_inches="tight") if show: - plt.show() \ No newline at end of file + plt.show() + + """def decode_rule_binary(self, binary_str, num_features): + + Decodes a binary encoded rule string (compact version with only 2-bit int values, no float ranges). + + Returns: + [ + condition_indexes: list[int], + condition_values: list[int], + action: int, + instance_outcome_count: dict[int, int] + ] + + instance_outcome_count = self.explored_rules[binary_str] + ptr = 0 + + # --- Step 1: Decode bitmask (num_features bits) --- + bitmask_str = binary_str[ptr:ptr + num_features] + condition_indexes = [i for i, b in enumerate(bitmask_str) if b == '1'] + ptr += num_features + + # --- Step 2: Decode type indicators (num_features bits) --- + type_indicators = binary_str[ptr:ptr + num_features] + ptr += num_features + + # --- Step 3: Decode all condition values (2 bits each) --- + condition_values = [] + for i in range(num_features): + val_binary = binary_str[ptr:ptr + 2] + val = int(val_binary, 2) + ptr += 2 + condition_values.append(val) + + # Filter only used condition values (based on bitmask) + used_condition_values = [condition_values[i] for i in condition_indexes] + + # --- Step 4: Decode action (2 bits) --- + action_binary = binary_str[ptr:ptr + 2] + action = int(action_binary, 2) + ptr += 2 + + return [condition_indexes, used_condition_values, action, instance_outcome_count]""" + + def decode_rule_binary(self, binary_str, num_features): + """" + Decodes a binary encoded rule string (without outcome count). + Returns: + [ + condition_indexes: list[int], + condition_values: list[int or tuple(float, float)], + action: int + ] + """ + instance_outcome_count = self.explored_rules[binary_str] + ptr = 0 # bit pointer + # --- Step 1: Decode bitmask --- + bitmask_str = binary_str[ptr:ptr + num_features] + condition_indexes = [i for i, b in enumerate(bitmask_str) if b == '1'] + ptr += num_features + # --- Step 2: Decode type indicators --- + type_indicators = binary_str[ptr:ptr + len(condition_indexes)] + ptr += len(condition_indexes) + # --- Step 3: Decode condition values --- + condition_values = [] + for indicator in type_indicators: + if indicator == '0': + val_binary = binary_str[ptr:ptr + 32] + condition_values.append(int(val_binary, 2)) + ptr += 32 + elif indicator == '1': + min_binary = binary_str[ptr:ptr + 32] + max_binary = binary_str[ptr + 32:ptr + 64] + min_val = struct.unpack('>f', int(min_binary, 2).to_bytes(4, 'big'))[0] + max_val = struct.unpack('>f', int(max_binary, 2).to_bytes(4, 'big'))[0] + condition_values.append((min_val, max_val)) + ptr += 64 + #else: + #raise ValueError(f”Invalid type indicator: {indicator}“) + # --- Step 4: Decode action --- + action_binary = binary_str[ptr:ptr + 32] + action = int(action_binary, 2) + ptr += 32 + return [condition_indexes, condition_values, action, instance_outcome_count] \ No newline at end of file diff --git a/src/skheros/methods/rule_tracking.py b/src/skheros/methods/rule_tracking.py index 2a0e451..d663f02 100644 --- a/src/skheros/methods/rule_tracking.py +++ b/src/skheros/methods/rule_tracking.py @@ -25,6 +25,7 @@ def __init__(self, heros): pass self.tracking_list = [] self.tracking_entry = [] + self.alternations = [] def update_prediction_list(self,outcome_prediction,outcome_truth,heros): @@ -82,7 +83,8 @@ def print_tracking_entry(self): """ Prints the tracking information for the current training iteration. """ self.tracking_entry = [round(num,3) for num in self.tracking_entry] report_df = pd.DataFrame([self.tracking_entry], columns=self.tracking_header,index=None) - print(report_df) + print(report_df.to_string(index=False)) + #print(report_df) def plot_rule_tracking(self,show=True, save=False, output_path=None): @@ -97,6 +99,22 @@ def plot_rule_tracking(self,show=True, save=False, output_path=None): ax2.plot(tracking_df['Iteration'], tracking_df['Unique Rule Count'], label="Unique Rule Count", color='red') ax2.set_ylabel('Macro Population Size (Unique Rule Count)', color='r') ax2.tick_params(axis='y', labelcolor='r') + + y_min, y_max = ax1.get_ylim() + label_y = y_max - 0.02 * (y_max - y_min) + + for x in self.alternations: + ax1.axvline(x=x, color='green', linestyle=':', linewidth=1) + ax1.text( + x + 0.5, + label_y, + f"alt {self.alternations.index(x)}", + rotation=0, + va='top', + ha='right', + fontsize=8, + color='green' + ) if save: plt.savefig(output_path+'/rule_tracking_line_graph.png', bbox_inches="tight") if show: diff --git a/tests/test_heros.py b/tests/test_heros.py index 715a08b..0418def 100644 --- a/tests/test_heros.py +++ b/tests/test_heros.py @@ -99,7 +99,7 @@ def test_mixed_feature_types(): print(ek) heros = HEROS(outcome_type='class',iterations=20000,pop_size=500,cross_prob=0.8,mut_prob=0.04,nu=1,beta=0.2,theta_sel=0.5, fitness_function='pareto',subsumption='both',rsl=0,feat_track=None, model_iterations=40, - model_pop_size=100,model_pop_init='target_acc',new_gen=1.0,merge_prob=0.1,rule_pop_init=None,compaction='sub', + model_pop_size=100,model_pop_init='target_acc',new_gen=1.0,merge_prob=0.1,rule_pop_init="dt",compaction='sub', track_performance=1000,model_tracking=True,stored_rule_iterations=None,stored_model_iterations=None,random_state=42,verbose=True) heros = heros.fit(X, y, None, cat_feat_indexes=cat_feat_indexes, ek=ek) #Select best model from the front